En esta tarea vas a desarrollar un modelo de aprendizaje que sea capaz de determinar si una persona tiene riesgo de paceder diabetes en un futuro. Los datos han sido coleccionados a través de encuestas a pacientes en el Sylhet Diabetes Hospital en Bangladesh. Los datos han sido curados y verificados por profesionales de la salud, por lo que son confiables para crear un modelo de aprendizaje.
Primero vamos a importar los paquetes necesarios para trabajar en estos datos.
import pandas as pd
import numpy as np
#Packages to use pytorch
import torch
import torch.nn as nn
import torch.nn.functional as F
import torch.optim as optim
import torch.utils.data as data
import pandas as pd
import plotly.express as px
from torch.utils.data import TensorDataset, DataLoader
import matplotlib.pyplot as plt
from sklearn import metrics
from sklearn.metrics import confusion_matrix
import seaborn as sns
from sklearn.utils.multiclass import unique_labels
from sklearn.metrics import classification_report
import random
import time
SEED = 1234
random.seed(SEED)
np.random.seed(SEED)
torch.manual_seed(SEED)
torch.cuda.manual_seed(SEED)
torch.backends.cudnn.deterministic = True
Los datos están disponibles en un archivo CSV que contiene 520 muestras de 17 atributos. Los atributos son:
Todos los atributos descritos sin valores tienen el conjunto [Yes, No].
En la siguiente celda de código, descargamos el archivo y lo leemos con Pandas. Finalmente, visualizamos algunos datos del conjunto.
!wget https://archive.ics.uci.edu/ml/machine-learning-databases/00529/diabetes_data_upload.csv
dataset_path = 'diabetes_data_upload.csv'
"wget" no se reconoce como un comando interno o externo, programa o archivo por lotes ejecutable.
import csv
with open('diabetes_data_upload.csv') as inp, open('temp.csv', 'w') as out:
reader = csv.reader(inp)
writer = csv.writer(out, delimiter=',')
#No need to use `insert(), `append()` simply use `+` to concatenate two lists.
writer.writerow(['ID'] + next(reader))
#Iterate over enumerate object of reader and pass the starting index as 1.
writer.writerows([i] + row for i, row in enumerate(reader, 1))
column_names = ['Age','Gender','Polyuria','Polydipsia','sudden weight loss',
'weakness', 'Polyphagia', 'Genital thrush', 'visual blurring','Itching', 'Irritability', 'delayed healing',
'partial paresis', 'muscle stiffness', 'Alopecia', 'Obesity', 'class']
raw_dataset = pd.read_csv(dataset_path, names=column_names,
na_values = "?", comment='\t',
sep=",", skipinitialspace=True, header=1)
dataset = raw_dataset.copy()
dataset.head()
| Age | Gender | Polyuria | Polydipsia | sudden weight loss | weakness | Polyphagia | Genital thrush | visual blurring | Itching | Irritability | delayed healing | partial paresis | muscle stiffness | Alopecia | Obesity | class | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 58 | Male | No | No | No | Yes | No | No | Yes | No | No | No | Yes | No | Yes | No | Positive |
| 1 | 41 | Male | Yes | No | No | Yes | Yes | No | No | Yes | No | Yes | No | Yes | Yes | No | Positive |
| 2 | 45 | Male | No | No | Yes | Yes | Yes | Yes | No | Yes | No | Yes | No | No | No | No | Positive |
| 3 | 60 | Male | Yes | Yes | Yes | Yes | Yes | No | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Positive |
| 4 | 55 | Male | Yes | Yes | No | Yes | Yes | No | Yes | Yes | No | Yes | No | Yes | Yes | Yes | Positive |
El conjunto de datos es variado. El atributo "Age" es el único atributo numérico. Todos los demás atributos son nominales. Para procesar los datos nominales en una red neuronal, es mejor convertirlos a una representación numérica. En el siguiente ejemplo transformamos el atributo "Gender" con valores nominales "Female" y "Male" a valores 1.0 y 0.0, respectivamente.
Del mismo modo, cambiamos los valores nominales de todos los atributos a valores 0.0 y 1.0.
gender = dataset.pop('Gender')
dataset['gender'] = (gender == 'Female')*1.0
column_class = dataset.pop('class')
dataset['class'] = (column_class=='Positive')*1.0
for column in column_names:
if column not in ['Gender', 'class', 'Age']:
column_class = dataset.pop(column)
dataset[column] = (column_class=='Yes')*1.0
# Prueba mostrando parte de la data para ver si tu conversión se hizo correctamente
dataset.tail()
| Age | gender | class | Polyuria | Polydipsia | sudden weight loss | weakness | Polyphagia | Genital thrush | visual blurring | Itching | Irritability | delayed healing | partial paresis | muscle stiffness | Alopecia | Obesity | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 514 | 39 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 |
| 515 | 48 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 |
| 516 | 58 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 1.0 |
| 517 | 32 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 |
| 518 | 42 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
Ahora normalizamos el atributo "Age" y dividimos la data en conjunto de entrenamiento y conjunto de test. Esta división es siempre necesaria para poder probar si tu modelo de aprendizaje ha aprendido a generalizar con datos que no pertenecen al conjunto de entrenamiento.
max_age = dataset["Age"].max()
dataset["Age"] = dataset["Age"] / max_age
dataset.tail()
#80% de datos para train y 20% de datos para test
train_dataset = dataset.sample(frac=0.8,random_state=1234)
test_dataset = dataset.drop(train_dataset.index)
#MODIFICACIÓN
#80% de los datos de train son para train y el 20% restante para validation.
train_dataset = train_dataset.sample(frac=0.8,random_state=1234)
valid_dataset = dataset.drop(train_dataset.index)
valid_dataset = valid_dataset.drop(test_dataset.index)
Por lo tanto, se tiene que la distribución por clases es la siguiente:
print(f'El dataset original tiene {len(dataset)} instancias.')
print('Se divide en train, test y validation:')
print(f'Num. ejemplos en train: {len(train_dataset)}')
print(f'Num. ejemplos en validation: {len(valid_dataset)}')
print(f'Num. ejemplos en test: {len(test_dataset)}')
El dataset original tiene 519 instancias. Se divide en train, test y validation: Num. ejemplos en train: 332 Num. ejemplos en validation: 83 Num. ejemplos en test: 104
Se obtienen los labels para cada sub-dataset:
train_labels = train_dataset.pop('class')
valid_labels = valid_dataset.pop('class')
test_labels = test_dataset.pop('class')
Se pasan los sub-datsets a tensores para trabajar con las libreías.
train_data_tensor = torch.tensor(train_dataset.values, dtype=torch.float32)
train_labels_tensor = torch.tensor(train_labels.values, dtype=torch.long)
valid_data_tensor = torch.tensor(valid_dataset.values, dtype=torch.float32)
valid_labels_tensor = torch.tensor(valid_labels.values, dtype=torch.long)
test_data_tensor = torch.tensor(test_dataset.values, dtype=torch.float32)
test_labels_tensor = torch.tensor(test_labels.values, dtype=torch.long)
Diseña y entrena un perceptrón multicapa con la data de arriba. Intenta que tu modelo alcance el mayor accuracy de test posible (ojalá por encima del 93%). Para este primer experimento puedes usar la implementación de MLP vista en clase (basada en Numpy) ó puedes usar algún framework como Tensorflow o Pytorch si es que deseas. Hay que tener en cuenta algunas consideraciones para este primer experimento:
Graficar la función de loss con respecto a las épocas.
Nota: Para el desarrollo de la presente tarea se realiza utilizando como base lo visto en clases y usando las funciones disponibles en el notebook
Lab3_MNIST_multiclass.ipynbde curso.
Lo primero es definir la clase MLP que define la arquitectura de la red, tomando en cuenta el laboratorio antes mencionado.
class MLP(nn.Module):
# We need to define two methods at leats: constructor and forward
#Constructor is for member definitions
def __init__(self, input_dim, output_dim):
super().__init__()
self.fc1 = nn.Linear(input_dim, 200)
self.fc2 = nn.Linear(200, 200)
self.fc3 = nn.Linear(200, 100)
self.fc4 = nn.Linear(100, output_dim)
#Forward: what happens when we feed the network with data
def forward(self, input):
batch_size = input.shape[0]
input = input.view(batch_size, -1)
h_1 = F.relu(self.fc1(input))
h_2 = F.relu(self.fc2(h_1))
h_3 = F.relu(self.fc2(h_2))
y_pred = self.fc3(h_3)
#Our network returns the output of the final layer but also the output of the hidden layer
return y_pred, h_3
Función que cuenta la cantidad de parámetros a entrenar. (Tomada de lab3)
def count_parameters(model):
return sum(p.numel() for p in model.parameters() if p.requires_grad)
Se define una función que calcula el accuracy.
def calculate_accuracy(y_pred, y):
top_pred = y_pred.argmax(1, keepdim=True)
correct = top_pred.eq(y.view_as(top_pred)).sum()
acc = correct.float()/y.shape[0]
return acc
Función que entrena el modelo:
def train(model, iterator, optimizer, criterion, device):
epoch_loss = 0
epoch_acc = 0
#We have to set the neural network in training mode. This is because during
#training, we need gradients and complementary data to ease the computation
model.train()
#Training loop
for (x, y) in iterator:
x = x.to(device) #Data
y = y.long().to(device) #Labels
optimizer.zero_grad() #Clean gradients
y_pred, _ = model(x) #Feed the network with data
loss = criterion(y_pred, y) #Compute the loss
acc = calculate_accuracy(y_pred, y) #Compute the accuracy
loss.backward() #Compute gradients
optimizer.step() #Apply update rules
epoch_loss += loss.item()
epoch_acc += acc.item()
return epoch_loss / len(iterator), epoch_acc / len(iterator)
Función para probar la red neuronal:
#Function to test neural network
def evaluate(model, iterator, criterion, device):
epoch_loss = 0
epoch_acc = 0
#We put the network in testing mode
#In this mode, Pytorch doesn't use features only reserved for
#training (dropout for instance)
model.eval()
with torch.no_grad(): #disable the autograd engine (save computation and memory)
for (x, y) in iterator:
x = x.to(device)
y = y.long().to(device)
y_pred, _ = model(x)
loss = criterion(y_pred, y)
acc = calculate_accuracy(y_pred, y)
epoch_loss += loss.item()
epoch_acc += acc.item()
return epoch_loss / len(iterator), epoch_acc / len(iterator)
Función que retorna los minutos y segundos que duró el entrenamiento.
def epoch_time(start_time, end_time):
elapsed_time = end_time - start_time
elapsed_mins = int(elapsed_time / 60)
elapsed_secs = int(elapsed_time - (elapsed_mins * 60))
return elapsed_mins, elapsed_secs
Función que obtiene las predicciones dado el modelo, tamaño de batch y el parámetro shuffle. También plotea una matriz de confusión en el conjunto de prueba (test).
#Se define el test_dataset para ser pasado a las funciones.
test_dataset = TensorDataset(test_data_tensor, test_labels_tensor)
def obtener_predicciones(modelo, shuffle, MINI_BATCH):
test_iterator = data.DataLoader(test_dataset, shuffle=shuffle, batch_size=MINI_BATCH)
#For prediction, we also deactivate training features
modelo.eval()
labels = []
probs = []
device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')
with torch.no_grad():
for (x, y) in test_iterator:
x = x.to(device)
y_pred, _ = modelo(x)
#Remember that our network does not apply the softmax
#We have to do it explicitly for prediction
y_prob = F.softmax(y_pred, dim = -1)
top_pred = y_prob.argmax(1, keepdim = True)
#We store the images, their labels and the pdf of each sample
labels.append(y.cpu())
probs.append(y_prob.cpu())
labels = torch.cat(labels, dim = 0)
probs = torch.cat(probs, dim = 0)
predictions = torch.argmax(probs, 1)
cm = confusion_matrix(labels, predictions, normalize='true')
# Only use the labels that appear in the data
classes = unique_labels(labels, predictions)
df = pd.DataFrame(cm, index=classes, columns=classes)
g = sns.heatmap(df, annot=True, cmap="Blues")
g.set_yticklabels(g.get_yticklabels(), rotation=0)
plt.title('Confusion matrix \n')
plt.xlabel('Predicted label')
plt.ylabel('True label')
plt.autoscale()
plt.show()
plt.close()
print(classification_report(labels, predictions))
return labels
Función que entrena la red, para esto utiliza el optimizador stochastic gradient descent con el criterio de Cross Entropy Loss. Recibe el modelo, el learning rate (lr), shuffle, MiNI_BATCH y early_stopping que por default está en 5.
#Se definen los parámetros por defecto.
MINI_BATCH = 20
shuffle = False
lr = 0.001
train_dataset = TensorDataset(train_data_tensor, train_labels_tensor)
valid_dataset = TensorDataset(valid_data_tensor, valid_labels_tensor)
def entrenar_red(nombre, modelo, lr, n_epoch,shuffle, MINI_BATCH, early_stopping = 5):
#DataLoaders
train_iterator = data.DataLoader(train_dataset, shuffle=shuffle, batch_size=MINI_BATCH)
valid_iterator = data.DataLoader(valid_dataset, shuffle=shuffle, batch_size=MINI_BATCH)
test_iterator = data.DataLoader(test_dataset, shuffle=shuffle, batch_size=MINI_BATCH)
#optimizador
optimizer = optim.SGD(modelo.parameters(), lr=lr)
#criterio
criterion = nn.CrossEntropyLoss()
device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')
print(f'Se entrena en: {device}')
modelo = modelo.to(device)
criterion = criterion.to(device)
EPOCHS = n_epoch
best_valid_loss = float('inf')
train_losses = []
valid_losses = []
detencion = 'No'
ti = time.time()
#Aquí se comienza el entrenamiento para cada época.
for epoch in range(EPOCHS):
start_time = time.time()
#Train + validation cycles
train_loss, train_acc = train(modelo, train_iterator, optimizer, criterion, device)
valid_loss, valid_acc = evaluate(modelo, valid_iterator, criterion, device)
train_losses.append(train_loss) # Loss de entrenamiento a la lista
valid_losses.append(valid_loss) # Loss de validación a la lista
# Early stopping para detener el entrenamiento antes del overfitting.
if valid_loss < best_valid_loss:
best_valid_loss = valid_loss
# torch.save(modelo.state_dict(), 'saved-model.pt')
contador = 0 # Reset contador
else:
contador += 1
end_time = time.time()
epoch_mins, epoch_secs = epoch_time(start_time, end_time)
if contador >= early_stopping: #Si se cumple que la cantidad de subidas en el Loss es igual al contador se detiene.
print(f'Epoch: {epoch+1:02} | Epoch Time: {epoch_mins}m {epoch_secs}s | Early_Stopping: {contador}/{early_stopping}.')
print(f'\tTrain Loss: {train_loss:.3f} | Train Acc: {train_acc*100:.2f}%')
print(f'\t Val. Loss: {valid_loss:.3f} | Val. Acc: {valid_acc*100:.2f}%')
print("Early stopping!")
detencion = 'Sí'
break
print(f'Epoch: {epoch+1:02} | Epoch Time: {epoch_mins}m {epoch_secs}s | Early_Stopping: {contador}/{early_stopping}.')
print(f'\tTrain Loss: {train_loss:.3f} | Train Acc: {train_acc*100:.2f}%')
print(f'\t Val. Loss: {valid_loss:.3f} | Val. Acc: {valid_acc*100:.2f}%')
#Tiempo final de entrenamiento.
tf = time.time()
#Se evalúa en el conjunto de test.
test_loss , test_acc = evaluate(modelo, test_iterator, criterion, device)
#Se grafica el comportamiento del Loss en train y validation con plotly (interactivo).
data_loss = pd.DataFrame({'Epoch': range(1, len(train_losses) + 1), 'Train Loss': train_losses, 'Validation Loss': valid_losses})
fig = px.line(data_loss, x='Epoch', y=['Train Loss', 'Validation Loss'], labels={'value': 'Loss'})
fig.update_layout(
title=f'Loss vs. Epochs [lr = {lr}, n_epoch = {n_epoch}, shuffle = {shuffle}, Batch_size = {MINI_BATCH}]',
xaxis_title='Epoch',
yaxis_title='Loss',
width=800,
height=500
)
fig.add_annotation(
text=f"Train_acc: {round(train_acc*100,3)}%",
xref="paper",
yref="paper",
x=1.25,
y=0.6,
showarrow=False,
)
fig.add_annotation(
text=f"Valid_acc: {round(valid_acc*100,3)}%",
xref="paper",
yref="paper",
x=1.25,
y=0.55,
showarrow=False,
)
fig.add_annotation(
text=f"E.Stopping?: {detencion} ({epoch+1})",
xref="paper",
yref="paper",
x=1.25,
y=0.5,
showarrow=False,
)
fig.add_annotation(
text=f"test_acc: {round(test_acc*100,3)}%",
xref="paper",
yref="paper",
x=1.25,
y=0.45,
showarrow=False,
)
fig.show()
#Se imprimen los resultados en el test.
print(f'Test Loss: {test_loss:.3f} | Test Acc: {test_acc*100:.2f}%')
#Se obtienen las predicciones en el conjunto de test para utilizarlas en la función que grafica la Conf_Matrix
predict = obtener_predicciones(modelo, shuffle, MINI_BATCH)
train_mins, train_secs = epoch_time(ti, tf)
#Se imprime el tiempo total de entrenamiento.
print(f'Tiempo total de entrenamiento: {train_mins} mins, {train_secs} segundos')
#Se retorna el modelos y algunas pérdidas
res = [nombre, train_losses[-1], valid_losses[-1], test_loss,
train_acc, valid_acc, test_acc,
lr, n_epoch,shuffle, MINI_BATCH, detencion, epoch+1,
tf-ti]
cols = ['Nombre', 'train_loss', 'valid_loss', 'test_loss', 'train_acc', 'valid_acc', 'test_acc',
'lr', 'n_epoch','shuffle', 'MINI_BATCH', 'detencion', 'final_epoch','time_elapsed']
# Convierte la lista en un DataFrame de una fila con nombres de columnas
res = pd.DataFrame([res], columns=cols)
return modelo, res
# Create the model
INPUT_DIM = 16
OUTPUT_DIM = 10 #Dejo 10 salidas y dps decido a que clase corresponde
n_epocas = 1000
Se procede a probar lo solicitado:
model1 = MLP(INPUT_DIM, OUTPUT_DIM)
model1, res1 = entrenar_red('Modelo1',model1, lr, n_epocas,shuffle, MINI_BATCH)
Se entrena en: cpu Epoch: 01 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.616 | Train Acc: 0.00% Val. Loss: 4.595 | Val. Acc: 0.00% Epoch: 02 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.597 | Train Acc: 0.00% Val. Loss: 4.578 | Val. Acc: 0.00% Epoch: 03 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.579 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 04 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.544 | Val. Acc: 0.00% Epoch: 05 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.541 | Train Acc: 0.00% Val. Loss: 4.527 | Val. Acc: 0.00% Epoch: 06 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.522 | Train Acc: 1.18% Val. Loss: 4.510 | Val. Acc: 5.00% Epoch: 07 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.504 | Train Acc: 22.94% Val. Loss: 4.493 | Val. Acc: 44.33% Epoch: 08 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.485 | Train Acc: 44.90% Val. Loss: 4.476 | Val. Acc: 64.33% Epoch: 09 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.466 | Train Acc: 62.55% Val. Loss: 4.459 | Val. Acc: 68.33% Epoch: 10 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.447 | Train Acc: 64.22% Val. Loss: 4.442 | Val. Acc: 49.00% Epoch: 11 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.427 | Train Acc: 62.45% Val. Loss: 4.424 | Val. Acc: 47.00% Epoch: 12 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.407 | Train Acc: 62.45% Val. Loss: 4.406 | Val. Acc: 47.00% Epoch: 13 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.387 | Train Acc: 62.45% Val. Loss: 4.388 | Val. Acc: 47.00% Epoch: 14 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.367 | Train Acc: 62.45% Val. Loss: 4.370 | Val. Acc: 47.00% Epoch: 15 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.346 | Train Acc: 62.45% Val. Loss: 4.351 | Val. Acc: 47.00% Epoch: 16 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.324 | Train Acc: 62.45% Val. Loss: 4.331 | Val. Acc: 47.00% Epoch: 17 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.302 | Train Acc: 62.45% Val. Loss: 4.311 | Val. Acc: 47.00% Epoch: 18 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.279 | Train Acc: 62.45% Val. Loss: 4.290 | Val. Acc: 47.00% Epoch: 19 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.255 | Train Acc: 62.45% Val. Loss: 4.268 | Val. Acc: 47.00% Epoch: 20 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.231 | Train Acc: 62.45% Val. Loss: 4.246 | Val. Acc: 47.00% Epoch: 21 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.205 | Train Acc: 62.45% Val. Loss: 4.223 | Val. Acc: 47.00% Epoch: 22 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.178 | Train Acc: 62.45% Val. Loss: 4.198 | Val. Acc: 47.00% Epoch: 23 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.149 | Train Acc: 62.45% Val. Loss: 4.173 | Val. Acc: 47.00% Epoch: 24 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.120 | Train Acc: 62.45% Val. Loss: 4.146 | Val. Acc: 47.00% Epoch: 25 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.088 | Train Acc: 62.45% Val. Loss: 4.117 | Val. Acc: 47.00% Epoch: 26 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.055 | Train Acc: 62.45% Val. Loss: 4.087 | Val. Acc: 47.00% Epoch: 27 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.019 | Train Acc: 62.45% Val. Loss: 4.055 | Val. Acc: 47.00% Epoch: 28 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.981 | Train Acc: 62.45% Val. Loss: 4.020 | Val. Acc: 47.00% Epoch: 29 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.940 | Train Acc: 62.45% Val. Loss: 3.983 | Val. Acc: 47.00% Epoch: 30 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.896 | Train Acc: 62.45% Val. Loss: 3.944 | Val. Acc: 47.00% Epoch: 31 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.848 | Train Acc: 62.45% Val. Loss: 3.901 | Val. Acc: 47.00% Epoch: 32 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.796 | Train Acc: 62.45% Val. Loss: 3.854 | Val. Acc: 47.00% Epoch: 33 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.740 | Train Acc: 62.45% Val. Loss: 3.803 | Val. Acc: 47.00% Epoch: 34 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.678 | Train Acc: 62.45% Val. Loss: 3.747 | Val. Acc: 47.00% Epoch: 35 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.610 | Train Acc: 62.45% Val. Loss: 3.686 | Val. Acc: 47.00% Epoch: 36 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.535 | Train Acc: 62.45% Val. Loss: 3.618 | Val. Acc: 47.00% Epoch: 37 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.452 | Train Acc: 62.45% Val. Loss: 3.543 | Val. Acc: 47.00% Epoch: 38 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.359 | Train Acc: 62.45% Val. Loss: 3.460 | Val. Acc: 47.00% Epoch: 39 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.256 | Train Acc: 62.45% Val. Loss: 3.367 | Val. Acc: 47.00% Epoch: 40 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.142 | Train Acc: 62.45% Val. Loss: 3.265 | Val. Acc: 47.00% Epoch: 41 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.014 | Train Acc: 62.45% Val. Loss: 3.151 | Val. Acc: 47.00% Epoch: 42 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.873 | Train Acc: 62.45% Val. Loss: 3.026 | Val. Acc: 47.00% Epoch: 43 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.719 | Train Acc: 62.45% Val. Loss: 2.891 | Val. Acc: 47.00% Epoch: 44 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.553 | Train Acc: 62.45% Val. Loss: 2.747 | Val. Acc: 47.00% Epoch: 45 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.378 | Train Acc: 62.45% Val. Loss: 2.598 | Val. Acc: 47.00% Epoch: 46 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.202 | Train Acc: 62.45% Val. Loss: 2.452 | Val. Acc: 47.00% Epoch: 47 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.033 | Train Acc: 62.45% Val. Loss: 2.315 | Val. Acc: 47.00% Epoch: 48 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.879 | Train Acc: 62.45% Val. Loss: 2.191 | Val. Acc: 47.00% Epoch: 49 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.744 | Train Acc: 62.45% Val. Loss: 2.083 | Val. Acc: 47.00% Epoch: 50 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.630 | Train Acc: 62.45% Val. Loss: 1.990 | Val. Acc: 47.00% Epoch: 51 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.535 | Train Acc: 62.45% Val. Loss: 1.908 | Val. Acc: 47.00% Epoch: 52 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.454 | Train Acc: 62.45% Val. Loss: 1.836 | Val. Acc: 47.00% Epoch: 53 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.385 | Train Acc: 62.45% Val. Loss: 1.769 | Val. Acc: 47.00% Epoch: 54 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.324 | Train Acc: 62.45% Val. Loss: 1.707 | Val. Acc: 47.00% Epoch: 55 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.269 | Train Acc: 62.45% Val. Loss: 1.647 | Val. Acc: 47.00% Epoch: 56 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.218 | Train Acc: 62.45% Val. Loss: 1.590 | Val. Acc: 47.00% Epoch: 57 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.170 | Train Acc: 62.45% Val. Loss: 1.534 | Val. Acc: 47.00% Epoch: 58 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.126 | Train Acc: 62.45% Val. Loss: 1.480 | Val. Acc: 47.00% Epoch: 59 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.084 | Train Acc: 62.45% Val. Loss: 1.428 | Val. Acc: 47.00% Epoch: 60 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.045 | Train Acc: 62.45% Val. Loss: 1.379 | Val. Acc: 47.00% Epoch: 61 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.008 | Train Acc: 62.45% Val. Loss: 1.332 | Val. Acc: 47.00% Epoch: 62 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.975 | Train Acc: 62.45% Val. Loss: 1.287 | Val. Acc: 47.00% Epoch: 63 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.944 | Train Acc: 62.45% Val. Loss: 1.246 | Val. Acc: 47.00% Epoch: 64 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.916 | Train Acc: 62.45% Val. Loss: 1.208 | Val. Acc: 47.00% Epoch: 65 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.891 | Train Acc: 62.45% Val. Loss: 1.174 | Val. Acc: 47.00% Epoch: 66 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.868 | Train Acc: 62.45% Val. Loss: 1.142 | Val. Acc: 47.00% Epoch: 67 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.848 | Train Acc: 62.45% Val. Loss: 1.113 | Val. Acc: 47.00% Epoch: 68 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.830 | Train Acc: 62.45% Val. Loss: 1.087 | Val. Acc: 47.00% Epoch: 69 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.814 | Train Acc: 62.45% Val. Loss: 1.064 | Val. Acc: 47.00% Epoch: 70 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.800 | Train Acc: 62.45% Val. Loss: 1.043 | Val. Acc: 47.00% Epoch: 71 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.787 | Train Acc: 62.45% Val. Loss: 1.023 | Val. Acc: 47.00% Epoch: 72 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.775 | Train Acc: 62.45% Val. Loss: 1.005 | Val. Acc: 47.00% Epoch: 73 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.764 | Train Acc: 62.45% Val. Loss: 0.989 | Val. Acc: 47.00% Epoch: 74 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.755 | Train Acc: 62.45% Val. Loss: 0.974 | Val. Acc: 47.00% Epoch: 75 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.746 | Train Acc: 62.45% Val. Loss: 0.960 | Val. Acc: 47.00% Epoch: 76 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.737 | Train Acc: 62.45% Val. Loss: 0.947 | Val. Acc: 47.00% Epoch: 77 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.729 | Train Acc: 62.45% Val. Loss: 0.935 | Val. Acc: 47.00% Epoch: 78 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.722 | Train Acc: 62.45% Val. Loss: 0.924 | Val. Acc: 47.00% Epoch: 79 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.716 | Train Acc: 62.45% Val. Loss: 0.913 | Val. Acc: 47.00% Epoch: 80 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.709 | Train Acc: 62.45% Val. Loss: 0.904 | Val. Acc: 47.00% Epoch: 81 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.703 | Train Acc: 62.45% Val. Loss: 0.894 | Val. Acc: 47.00% Epoch: 82 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.698 | Train Acc: 62.45% Val. Loss: 0.885 | Val. Acc: 47.00% Epoch: 83 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.693 | Train Acc: 62.45% Val. Loss: 0.877 | Val. Acc: 47.00% Epoch: 84 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.688 | Train Acc: 62.45% Val. Loss: 0.869 | Val. Acc: 47.00% Epoch: 85 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.683 | Train Acc: 62.45% Val. Loss: 0.861 | Val. Acc: 47.00% Epoch: 86 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.679 | Train Acc: 62.45% Val. Loss: 0.854 | Val. Acc: 47.00% Epoch: 87 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.675 | Train Acc: 62.45% Val. Loss: 0.847 | Val. Acc: 47.00% Epoch: 88 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.671 | Train Acc: 62.45% Val. Loss: 0.840 | Val. Acc: 47.00% Epoch: 89 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.667 | Train Acc: 62.45% Val. Loss: 0.834 | Val. Acc: 47.00% Epoch: 90 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.663 | Train Acc: 62.45% Val. Loss: 0.828 | Val. Acc: 47.00% Epoch: 91 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.660 | Train Acc: 62.45% Val. Loss: 0.822 | Val. Acc: 47.00% Epoch: 92 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.656 | Train Acc: 62.45% Val. Loss: 0.816 | Val. Acc: 47.00% Epoch: 93 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.653 | Train Acc: 62.45% Val. Loss: 0.811 | Val. Acc: 47.00% Epoch: 94 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.650 | Train Acc: 62.45% Val. Loss: 0.806 | Val. Acc: 47.00% Epoch: 95 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.647 | Train Acc: 62.45% Val. Loss: 0.801 | Val. Acc: 47.00% Epoch: 96 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.644 | Train Acc: 62.45% Val. Loss: 0.796 | Val. Acc: 47.00% Epoch: 97 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.642 | Train Acc: 62.45% Val. Loss: 0.791 | Val. Acc: 47.00% Epoch: 98 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.639 | Train Acc: 62.45% Val. Loss: 0.786 | Val. Acc: 47.00% Epoch: 99 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.637 | Train Acc: 62.45% Val. Loss: 0.782 | Val. Acc: 47.00% Epoch: 100 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.634 | Train Acc: 62.45% Val. Loss: 0.778 | Val. Acc: 47.00% Epoch: 101 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.632 | Train Acc: 62.45% Val. Loss: 0.774 | Val. Acc: 47.00% Epoch: 102 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.629 | Train Acc: 62.45% Val. Loss: 0.769 | Val. Acc: 47.00% Epoch: 103 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.627 | Train Acc: 62.45% Val. Loss: 0.766 | Val. Acc: 47.00% Epoch: 104 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.625 | Train Acc: 62.45% Val. Loss: 0.762 | Val. Acc: 47.00% Epoch: 105 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.623 | Train Acc: 62.45% Val. Loss: 0.758 | Val. Acc: 47.00% Epoch: 106 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.621 | Train Acc: 62.45% Val. Loss: 0.754 | Val. Acc: 47.00% Epoch: 107 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.619 | Train Acc: 62.45% Val. Loss: 0.751 | Val. Acc: 47.00% Epoch: 108 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.617 | Train Acc: 62.45% Val. Loss: 0.747 | Val. Acc: 47.00% Epoch: 109 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.615 | Train Acc: 62.45% Val. Loss: 0.744 | Val. Acc: 47.00% Epoch: 110 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.613 | Train Acc: 62.45% Val. Loss: 0.740 | Val. Acc: 47.00% Epoch: 111 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.611 | Train Acc: 62.45% Val. Loss: 0.737 | Val. Acc: 47.00% Epoch: 112 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.609 | Train Acc: 62.45% Val. Loss: 0.734 | Val. Acc: 47.00% Epoch: 113 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.607 | Train Acc: 62.45% Val. Loss: 0.731 | Val. Acc: 47.00% Epoch: 114 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.605 | Train Acc: 62.45% Val. Loss: 0.728 | Val. Acc: 47.00% Epoch: 115 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.604 | Train Acc: 62.45% Val. Loss: 0.725 | Val. Acc: 47.00% Epoch: 116 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.602 | Train Acc: 62.45% Val. Loss: 0.722 | Val. Acc: 47.00% Epoch: 117 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.600 | Train Acc: 62.45% Val. Loss: 0.719 | Val. Acc: 47.00% Epoch: 118 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.599 | Train Acc: 62.45% Val. Loss: 0.716 | Val. Acc: 47.00% Epoch: 119 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.597 | Train Acc: 62.45% Val. Loss: 0.713 | Val. Acc: 47.00% Epoch: 120 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.595 | Train Acc: 62.45% Val. Loss: 0.711 | Val. Acc: 47.00% Epoch: 121 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.594 | Train Acc: 62.45% Val. Loss: 0.708 | Val. Acc: 47.00% Epoch: 122 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.592 | Train Acc: 62.45% Val. Loss: 0.705 | Val. Acc: 47.00% Epoch: 123 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.591 | Train Acc: 62.45% Val. Loss: 0.703 | Val. Acc: 47.00% Epoch: 124 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.589 | Train Acc: 62.45% Val. Loss: 0.700 | Val. Acc: 47.00% Epoch: 125 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.588 | Train Acc: 62.45% Val. Loss: 0.697 | Val. Acc: 47.00% Epoch: 126 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.586 | Train Acc: 62.45% Val. Loss: 0.695 | Val. Acc: 47.00% Epoch: 127 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.584 | Train Acc: 62.45% Val. Loss: 0.692 | Val. Acc: 47.00% Epoch: 128 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.583 | Train Acc: 62.45% Val. Loss: 0.690 | Val. Acc: 47.00% Epoch: 129 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.582 | Train Acc: 62.45% Val. Loss: 0.687 | Val. Acc: 47.00% Epoch: 130 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.580 | Train Acc: 62.45% Val. Loss: 0.685 | Val. Acc: 47.00% Epoch: 131 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.579 | Train Acc: 62.45% Val. Loss: 0.683 | Val. Acc: 47.00% Epoch: 132 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.577 | Train Acc: 62.45% Val. Loss: 0.680 | Val. Acc: 47.00% Epoch: 133 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.576 | Train Acc: 62.45% Val. Loss: 0.678 | Val. Acc: 47.00% Epoch: 134 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.574 | Train Acc: 62.45% Val. Loss: 0.676 | Val. Acc: 47.00% Epoch: 135 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.573 | Train Acc: 62.45% Val. Loss: 0.673 | Val. Acc: 47.00% Epoch: 136 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.571 | Train Acc: 62.45% Val. Loss: 0.671 | Val. Acc: 47.00% Epoch: 137 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.570 | Train Acc: 62.45% Val. Loss: 0.669 | Val. Acc: 47.00% Epoch: 138 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.569 | Train Acc: 62.45% Val. Loss: 0.666 | Val. Acc: 47.00% Epoch: 139 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.567 | Train Acc: 62.45% Val. Loss: 0.664 | Val. Acc: 47.00% Epoch: 140 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.566 | Train Acc: 62.45% Val. Loss: 0.662 | Val. Acc: 47.00% Epoch: 141 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.564 | Train Acc: 62.45% Val. Loss: 0.660 | Val. Acc: 47.00% Epoch: 142 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.563 | Train Acc: 62.45% Val. Loss: 0.658 | Val. Acc: 47.00% Epoch: 143 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.562 | Train Acc: 62.45% Val. Loss: 0.655 | Val. Acc: 47.00% Epoch: 144 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.560 | Train Acc: 62.45% Val. Loss: 0.653 | Val. Acc: 47.00% Epoch: 145 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.559 | Train Acc: 62.45% Val. Loss: 0.651 | Val. Acc: 47.00% Epoch: 146 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.558 | Train Acc: 62.45% Val. Loss: 0.649 | Val. Acc: 47.00% Epoch: 147 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.556 | Train Acc: 62.45% Val. Loss: 0.647 | Val. Acc: 47.00% Epoch: 148 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.555 | Train Acc: 62.45% Val. Loss: 0.645 | Val. Acc: 47.00% Epoch: 149 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.553 | Train Acc: 62.45% Val. Loss: 0.642 | Val. Acc: 47.00% Epoch: 150 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.552 | Train Acc: 62.45% Val. Loss: 0.640 | Val. Acc: 47.00% Epoch: 151 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.551 | Train Acc: 62.45% Val. Loss: 0.638 | Val. Acc: 47.00% Epoch: 152 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.549 | Train Acc: 62.45% Val. Loss: 0.636 | Val. Acc: 47.00% Epoch: 153 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.548 | Train Acc: 62.45% Val. Loss: 0.634 | Val. Acc: 47.00% Epoch: 154 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.547 | Train Acc: 62.45% Val. Loss: 0.632 | Val. Acc: 47.00% Epoch: 155 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.545 | Train Acc: 62.45% Val. Loss: 0.630 | Val. Acc: 47.00% Epoch: 156 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.544 | Train Acc: 62.45% Val. Loss: 0.628 | Val. Acc: 47.00% Epoch: 157 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.542 | Train Acc: 63.04% Val. Loss: 0.626 | Val. Acc: 47.00% Epoch: 158 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.541 | Train Acc: 63.04% Val. Loss: 0.623 | Val. Acc: 47.00% Epoch: 159 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.540 | Train Acc: 63.04% Val. Loss: 0.621 | Val. Acc: 47.00% Epoch: 160 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.538 | Train Acc: 63.33% Val. Loss: 0.619 | Val. Acc: 47.00% Epoch: 161 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.537 | Train Acc: 63.33% Val. Loss: 0.617 | Val. Acc: 47.00% Epoch: 162 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.535 | Train Acc: 63.63% Val. Loss: 0.615 | Val. Acc: 52.00% Epoch: 163 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.534 | Train Acc: 64.22% Val. Loss: 0.613 | Val. Acc: 69.33% Epoch: 164 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.533 | Train Acc: 65.69% Val. Loss: 0.611 | Val. Acc: 69.33% Epoch: 165 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.531 | Train Acc: 67.16% Val. Loss: 0.609 | Val. Acc: 69.33% Epoch: 166 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.530 | Train Acc: 69.41% Val. Loss: 0.607 | Val. Acc: 69.33% Epoch: 167 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.528 | Train Acc: 70.59% Val. Loss: 0.605 | Val. Acc: 69.33% Epoch: 168 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.527 | Train Acc: 70.88% Val. Loss: 0.603 | Val. Acc: 69.33% Epoch: 169 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.526 | Train Acc: 71.47% Val. Loss: 0.601 | Val. Acc: 69.33% Epoch: 170 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.524 | Train Acc: 71.76% Val. Loss: 0.599 | Val. Acc: 69.33% Epoch: 171 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.523 | Train Acc: 72.06% Val. Loss: 0.596 | Val. Acc: 69.33% Epoch: 172 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.521 | Train Acc: 72.06% Val. Loss: 0.594 | Val. Acc: 69.33% Epoch: 173 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.520 | Train Acc: 72.06% Val. Loss: 0.592 | Val. Acc: 69.33% Epoch: 174 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.519 | Train Acc: 72.06% Val. Loss: 0.590 | Val. Acc: 69.33% Epoch: 175 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.517 | Train Acc: 72.06% Val. Loss: 0.588 | Val. Acc: 69.33% Epoch: 176 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.516 | Train Acc: 72.06% Val. Loss: 0.586 | Val. Acc: 69.33% Epoch: 177 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.514 | Train Acc: 72.06% Val. Loss: 0.584 | Val. Acc: 69.33% Epoch: 178 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.513 | Train Acc: 72.06% Val. Loss: 0.582 | Val. Acc: 69.33% Epoch: 179 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.511 | Train Acc: 72.06% Val. Loss: 0.580 | Val. Acc: 71.33% Epoch: 180 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.510 | Train Acc: 72.06% Val. Loss: 0.578 | Val. Acc: 72.33% Epoch: 181 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.508 | Train Acc: 72.35% Val. Loss: 0.576 | Val. Acc: 72.33% Epoch: 182 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.507 | Train Acc: 72.35% Val. Loss: 0.573 | Val. Acc: 71.33% Epoch: 183 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.505 | Train Acc: 71.76% Val. Loss: 0.571 | Val. Acc: 74.33% Epoch: 184 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.504 | Train Acc: 71.76% Val. Loss: 0.569 | Val. Acc: 75.33% Epoch: 185 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.503 | Train Acc: 72.06% Val. Loss: 0.567 | Val. Acc: 75.33% Epoch: 186 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.501 | Train Acc: 72.94% Val. Loss: 0.565 | Val. Acc: 75.33% Epoch: 187 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.500 | Train Acc: 74.12% Val. Loss: 0.563 | Val. Acc: 75.33% Epoch: 188 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.498 | Train Acc: 74.41% Val. Loss: 0.561 | Val. Acc: 76.33% Epoch: 189 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.497 | Train Acc: 74.41% Val. Loss: 0.559 | Val. Acc: 76.33% Epoch: 190 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.495 | Train Acc: 74.71% Val. Loss: 0.557 | Val. Acc: 77.33% Epoch: 191 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.494 | Train Acc: 75.88% Val. Loss: 0.554 | Val. Acc: 77.33% Epoch: 192 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.492 | Train Acc: 76.47% Val. Loss: 0.552 | Val. Acc: 78.33% Epoch: 193 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.491 | Train Acc: 77.06% Val. Loss: 0.550 | Val. Acc: 78.33% Epoch: 194 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.489 | Train Acc: 78.14% Val. Loss: 0.548 | Val. Acc: 78.33% Epoch: 195 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.488 | Train Acc: 78.73% Val. Loss: 0.546 | Val. Acc: 78.33% Epoch: 196 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.486 | Train Acc: 80.20% Val. Loss: 0.544 | Val. Acc: 78.33% Epoch: 197 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.485 | Train Acc: 80.69% Val. Loss: 0.542 | Val. Acc: 79.33% Epoch: 198 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.483 | Train Acc: 80.69% Val. Loss: 0.539 | Val. Acc: 79.33% Epoch: 199 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.481 | Train Acc: 80.69% Val. Loss: 0.537 | Val. Acc: 80.33% Epoch: 200 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.480 | Train Acc: 81.86% Val. Loss: 0.535 | Val. Acc: 80.33% Epoch: 201 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.478 | Train Acc: 82.45% Val. Loss: 0.533 | Val. Acc: 80.33% Epoch: 202 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.477 | Train Acc: 82.75% Val. Loss: 0.531 | Val. Acc: 80.33% Epoch: 203 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.475 | Train Acc: 83.04% Val. Loss: 0.529 | Val. Acc: 80.33% Epoch: 204 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.474 | Train Acc: 83.04% Val. Loss: 0.527 | Val. Acc: 87.00% Epoch: 205 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.472 | Train Acc: 83.33% Val. Loss: 0.524 | Val. Acc: 87.00% Epoch: 206 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.471 | Train Acc: 83.33% Val. Loss: 0.522 | Val. Acc: 87.00% Epoch: 207 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.469 | Train Acc: 83.04% Val. Loss: 0.520 | Val. Acc: 87.00% Epoch: 208 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.468 | Train Acc: 83.04% Val. Loss: 0.518 | Val. Acc: 87.00% Epoch: 209 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.466 | Train Acc: 82.75% Val. Loss: 0.516 | Val. Acc: 87.00% Epoch: 210 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.464 | Train Acc: 82.75% Val. Loss: 0.514 | Val. Acc: 87.00% Epoch: 211 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.463 | Train Acc: 82.75% Val. Loss: 0.511 | Val. Acc: 87.00% Epoch: 212 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.461 | Train Acc: 82.75% Val. Loss: 0.509 | Val. Acc: 87.00% Epoch: 213 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.460 | Train Acc: 83.04% Val. Loss: 0.507 | Val. Acc: 87.00% Epoch: 214 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.458 | Train Acc: 82.75% Val. Loss: 0.505 | Val. Acc: 87.00% Epoch: 215 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.456 | Train Acc: 82.75% Val. Loss: 0.503 | Val. Acc: 87.00% Epoch: 216 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.455 | Train Acc: 83.04% Val. Loss: 0.500 | Val. Acc: 87.00% Epoch: 217 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.453 | Train Acc: 82.75% Val. Loss: 0.498 | Val. Acc: 87.00% Epoch: 218 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.452 | Train Acc: 82.75% Val. Loss: 0.496 | Val. Acc: 87.00% Epoch: 219 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.450 | Train Acc: 82.16% Val. Loss: 0.494 | Val. Acc: 87.00% Epoch: 220 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.449 | Train Acc: 82.45% Val. Loss: 0.492 | Val. Acc: 87.00% Epoch: 221 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.447 | Train Acc: 82.45% Val. Loss: 0.490 | Val. Acc: 88.00% Epoch: 222 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.445 | Train Acc: 82.45% Val. Loss: 0.487 | Val. Acc: 88.00% Epoch: 223 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.444 | Train Acc: 82.45% Val. Loss: 0.485 | Val. Acc: 88.00% Epoch: 224 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.442 | Train Acc: 82.45% Val. Loss: 0.483 | Val. Acc: 88.00% Epoch: 225 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.440 | Train Acc: 82.16% Val. Loss: 0.481 | Val. Acc: 88.00% Epoch: 226 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.439 | Train Acc: 82.16% Val. Loss: 0.479 | Val. Acc: 88.00% Epoch: 227 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.437 | Train Acc: 82.16% Val. Loss: 0.476 | Val. Acc: 88.00% Epoch: 228 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.436 | Train Acc: 82.45% Val. Loss: 0.474 | Val. Acc: 89.00% Epoch: 229 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.434 | Train Acc: 83.04% Val. Loss: 0.472 | Val. Acc: 88.00% Epoch: 230 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.432 | Train Acc: 83.33% Val. Loss: 0.470 | Val. Acc: 88.00% Epoch: 231 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.431 | Train Acc: 83.33% Val. Loss: 0.468 | Val. Acc: 88.00% Epoch: 232 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.429 | Train Acc: 83.33% Val. Loss: 0.466 | Val. Acc: 88.00% Epoch: 233 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.428 | Train Acc: 83.33% Val. Loss: 0.463 | Val. Acc: 88.00% Epoch: 234 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.426 | Train Acc: 83.04% Val. Loss: 0.461 | Val. Acc: 88.00% Epoch: 235 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.424 | Train Acc: 83.04% Val. Loss: 0.459 | Val. Acc: 88.00% Epoch: 236 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.423 | Train Acc: 83.04% Val. Loss: 0.457 | Val. Acc: 88.00% Epoch: 237 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.421 | Train Acc: 83.04% Val. Loss: 0.455 | Val. Acc: 89.00% Epoch: 238 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.420 | Train Acc: 83.33% Val. Loss: 0.453 | Val. Acc: 89.00% Epoch: 239 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.418 | Train Acc: 83.92% Val. Loss: 0.450 | Val. Acc: 88.00% Epoch: 240 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.416 | Train Acc: 85.00% Val. Loss: 0.448 | Val. Acc: 88.00% Epoch: 241 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.415 | Train Acc: 85.29% Val. Loss: 0.446 | Val. Acc: 88.00% Epoch: 242 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.413 | Train Acc: 85.59% Val. Loss: 0.444 | Val. Acc: 88.00% Epoch: 243 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.412 | Train Acc: 85.59% Val. Loss: 0.442 | Val. Acc: 88.00% Epoch: 244 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.410 | Train Acc: 85.29% Val. Loss: 0.440 | Val. Acc: 88.00% Epoch: 245 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.408 | Train Acc: 85.29% Val. Loss: 0.438 | Val. Acc: 88.00% Epoch: 246 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.407 | Train Acc: 85.29% Val. Loss: 0.435 | Val. Acc: 88.00% Epoch: 247 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.405 | Train Acc: 85.29% Val. Loss: 0.433 | Val. Acc: 88.00% Epoch: 248 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.404 | Train Acc: 85.29% Val. Loss: 0.431 | Val. Acc: 88.00% Epoch: 249 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.402 | Train Acc: 85.29% Val. Loss: 0.429 | Val. Acc: 88.00% Epoch: 250 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.400 | Train Acc: 85.29% Val. Loss: 0.427 | Val. Acc: 88.00% Epoch: 251 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.399 | Train Acc: 85.59% Val. Loss: 0.425 | Val. Acc: 88.00% Epoch: 252 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.397 | Train Acc: 85.59% Val. Loss: 0.423 | Val. Acc: 88.00% Epoch: 253 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.396 | Train Acc: 85.29% Val. Loss: 0.421 | Val. Acc: 88.00% Epoch: 254 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.394 | Train Acc: 85.29% Val. Loss: 0.419 | Val. Acc: 88.00% Epoch: 255 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.393 | Train Acc: 85.29% Val. Loss: 0.417 | Val. Acc: 88.00% Epoch: 256 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.391 | Train Acc: 85.29% Val. Loss: 0.415 | Val. Acc: 87.00% Epoch: 257 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.389 | Train Acc: 85.29% Val. Loss: 0.413 | Val. Acc: 87.00% Epoch: 258 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.388 | Train Acc: 85.29% Val. Loss: 0.410 | Val. Acc: 87.00% Epoch: 259 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.386 | Train Acc: 85.29% Val. Loss: 0.408 | Val. Acc: 87.00% Epoch: 260 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.385 | Train Acc: 85.29% Val. Loss: 0.406 | Val. Acc: 87.00% Epoch: 261 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.383 | Train Acc: 85.59% Val. Loss: 0.404 | Val. Acc: 87.00% Epoch: 262 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.382 | Train Acc: 85.59% Val. Loss: 0.402 | Val. Acc: 87.00% Epoch: 263 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.380 | Train Acc: 85.88% Val. Loss: 0.400 | Val. Acc: 87.00% Epoch: 264 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.379 | Train Acc: 86.47% Val. Loss: 0.399 | Val. Acc: 87.00% Epoch: 265 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.377 | Train Acc: 87.06% Val. Loss: 0.397 | Val. Acc: 87.00% Epoch: 266 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.376 | Train Acc: 87.65% Val. Loss: 0.395 | Val. Acc: 87.00% Epoch: 267 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.374 | Train Acc: 87.94% Val. Loss: 0.393 | Val. Acc: 88.00% Epoch: 268 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.373 | Train Acc: 87.94% Val. Loss: 0.391 | Val. Acc: 88.00% Epoch: 269 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.371 | Train Acc: 87.94% Val. Loss: 0.389 | Val. Acc: 88.00% Epoch: 270 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.370 | Train Acc: 87.94% Val. Loss: 0.387 | Val. Acc: 88.00% Epoch: 271 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.368 | Train Acc: 87.65% Val. Loss: 0.385 | Val. Acc: 88.00% Epoch: 272 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.367 | Train Acc: 87.94% Val. Loss: 0.383 | Val. Acc: 88.00% Epoch: 273 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.365 | Train Acc: 87.94% Val. Loss: 0.381 | Val. Acc: 88.00% Epoch: 274 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.364 | Train Acc: 87.94% Val. Loss: 0.379 | Val. Acc: 88.00% Epoch: 275 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.362 | Train Acc: 87.94% Val. Loss: 0.378 | Val. Acc: 88.00% Epoch: 276 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.361 | Train Acc: 87.94% Val. Loss: 0.376 | Val. Acc: 88.00% Epoch: 277 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.360 | Train Acc: 87.94% Val. Loss: 0.374 | Val. Acc: 89.00% Epoch: 278 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.358 | Train Acc: 88.53% Val. Loss: 0.372 | Val. Acc: 89.00% Epoch: 279 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.357 | Train Acc: 88.53% Val. Loss: 0.370 | Val. Acc: 89.00% Epoch: 280 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.355 | Train Acc: 88.53% Val. Loss: 0.369 | Val. Acc: 89.00% Epoch: 281 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.354 | Train Acc: 88.53% Val. Loss: 0.367 | Val. Acc: 89.00% Epoch: 282 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.352 | Train Acc: 89.12% Val. Loss: 0.365 | Val. Acc: 89.00% Epoch: 283 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.351 | Train Acc: 89.12% Val. Loss: 0.363 | Val. Acc: 89.00% Epoch: 284 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.350 | Train Acc: 89.12% Val. Loss: 0.362 | Val. Acc: 89.00% Epoch: 285 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.348 | Train Acc: 89.12% Val. Loss: 0.360 | Val. Acc: 89.00% Epoch: 286 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.347 | Train Acc: 89.61% Val. Loss: 0.358 | Val. Acc: 89.00% Epoch: 287 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.346 | Train Acc: 89.90% Val. Loss: 0.356 | Val. Acc: 89.00% Epoch: 288 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.344 | Train Acc: 90.20% Val. Loss: 0.355 | Val. Acc: 89.00% Epoch: 289 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.343 | Train Acc: 90.20% Val. Loss: 0.353 | Val. Acc: 89.00% Epoch: 290 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.342 | Train Acc: 90.20% Val. Loss: 0.351 | Val. Acc: 89.00% Epoch: 291 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.340 | Train Acc: 90.20% Val. Loss: 0.350 | Val. Acc: 89.00% Epoch: 292 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.339 | Train Acc: 90.20% Val. Loss: 0.348 | Val. Acc: 89.00% Epoch: 293 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.338 | Train Acc: 90.20% Val. Loss: 0.347 | Val. Acc: 89.00% Epoch: 294 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.336 | Train Acc: 90.20% Val. Loss: 0.345 | Val. Acc: 89.00% Epoch: 295 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.335 | Train Acc: 90.20% Val. Loss: 0.343 | Val. Acc: 89.00% Epoch: 296 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.334 | Train Acc: 90.49% Val. Loss: 0.342 | Val. Acc: 89.00% Epoch: 297 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.333 | Train Acc: 90.49% Val. Loss: 0.340 | Val. Acc: 89.00% Epoch: 298 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.331 | Train Acc: 90.49% Val. Loss: 0.339 | Val. Acc: 89.00% Epoch: 299 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.330 | Train Acc: 90.49% Val. Loss: 0.337 | Val. Acc: 89.00% Epoch: 300 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.329 | Train Acc: 90.49% Val. Loss: 0.336 | Val. Acc: 89.00% Epoch: 301 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.328 | Train Acc: 90.49% Val. Loss: 0.334 | Val. Acc: 89.00% Epoch: 302 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.326 | Train Acc: 90.49% Val. Loss: 0.333 | Val. Acc: 90.00% Epoch: 303 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.325 | Train Acc: 90.78% Val. Loss: 0.331 | Val. Acc: 90.00% Epoch: 304 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.324 | Train Acc: 90.78% Val. Loss: 0.330 | Val. Acc: 91.00% Epoch: 305 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.323 | Train Acc: 90.78% Val. Loss: 0.328 | Val. Acc: 91.00% Epoch: 306 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.322 | Train Acc: 90.78% Val. Loss: 0.327 | Val. Acc: 91.00% Epoch: 307 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.320 | Train Acc: 90.78% Val. Loss: 0.325 | Val. Acc: 91.00% Epoch: 308 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.319 | Train Acc: 91.08% Val. Loss: 0.324 | Val. Acc: 91.00% Epoch: 309 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.318 | Train Acc: 91.08% Val. Loss: 0.323 | Val. Acc: 91.00% Epoch: 310 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.317 | Train Acc: 91.08% Val. Loss: 0.321 | Val. Acc: 91.00% Epoch: 311 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.316 | Train Acc: 91.57% Val. Loss: 0.320 | Val. Acc: 91.00% Epoch: 312 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.315 | Train Acc: 91.57% Val. Loss: 0.319 | Val. Acc: 91.00% Epoch: 313 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.314 | Train Acc: 91.86% Val. Loss: 0.317 | Val. Acc: 91.00% Epoch: 314 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.312 | Train Acc: 91.86% Val. Loss: 0.316 | Val. Acc: 91.00% Epoch: 315 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.311 | Train Acc: 91.86% Val. Loss: 0.315 | Val. Acc: 91.00% Epoch: 316 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.310 | Train Acc: 91.86% Val. Loss: 0.313 | Val. Acc: 91.00% Epoch: 317 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.309 | Train Acc: 91.86% Val. Loss: 0.312 | Val. Acc: 91.00% Epoch: 318 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.308 | Train Acc: 91.86% Val. Loss: 0.311 | Val. Acc: 91.00% Epoch: 319 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.307 | Train Acc: 91.86% Val. Loss: 0.309 | Val. Acc: 91.00% Epoch: 320 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.306 | Train Acc: 91.86% Val. Loss: 0.308 | Val. Acc: 91.00% Epoch: 321 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.305 | Train Acc: 91.86% Val. Loss: 0.307 | Val. Acc: 91.00% Epoch: 322 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.304 | Train Acc: 91.86% Val. Loss: 0.306 | Val. Acc: 91.00% Epoch: 323 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.303 | Train Acc: 91.86% Val. Loss: 0.305 | Val. Acc: 91.00% Epoch: 324 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.302 | Train Acc: 91.86% Val. Loss: 0.303 | Val. Acc: 91.00% Epoch: 325 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.301 | Train Acc: 91.86% Val. Loss: 0.302 | Val. Acc: 91.00% Epoch: 326 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.300 | Train Acc: 91.86% Val. Loss: 0.301 | Val. Acc: 91.00% Epoch: 327 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.299 | Train Acc: 91.86% Val. Loss: 0.300 | Val. Acc: 91.00% Epoch: 328 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.298 | Train Acc: 91.86% Val. Loss: 0.299 | Val. Acc: 91.00% Epoch: 329 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.297 | Train Acc: 91.86% Val. Loss: 0.298 | Val. Acc: 91.00% Epoch: 330 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.296 | Train Acc: 91.86% Val. Loss: 0.296 | Val. Acc: 91.00% Epoch: 331 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.295 | Train Acc: 91.86% Val. Loss: 0.295 | Val. Acc: 91.00% Epoch: 332 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.294 | Train Acc: 91.86% Val. Loss: 0.294 | Val. Acc: 91.00% Epoch: 333 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.293 | Train Acc: 91.86% Val. Loss: 0.293 | Val. Acc: 91.00% Epoch: 334 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.292 | Train Acc: 91.86% Val. Loss: 0.292 | Val. Acc: 91.00% Epoch: 335 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.291 | Train Acc: 91.86% Val. Loss: 0.291 | Val. Acc: 91.00% Epoch: 336 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.290 | Train Acc: 91.86% Val. Loss: 0.290 | Val. Acc: 91.00% Epoch: 337 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.289 | Train Acc: 91.86% Val. Loss: 0.289 | Val. Acc: 91.00% Epoch: 338 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.288 | Train Acc: 91.57% Val. Loss: 0.288 | Val. Acc: 91.00% Epoch: 339 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.287 | Train Acc: 91.57% Val. Loss: 0.287 | Val. Acc: 91.00% Epoch: 340 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.286 | Train Acc: 91.57% Val. Loss: 0.286 | Val. Acc: 91.00% Epoch: 341 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.285 | Train Acc: 91.57% Val. Loss: 0.285 | Val. Acc: 91.00% Epoch: 342 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.284 | Train Acc: 91.57% Val. Loss: 0.284 | Val. Acc: 91.00% Epoch: 343 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.283 | Train Acc: 91.57% Val. Loss: 0.283 | Val. Acc: 91.00% Epoch: 344 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.283 | Train Acc: 91.27% Val. Loss: 0.282 | Val. Acc: 91.00% Epoch: 345 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.282 | Train Acc: 91.27% Val. Loss: 0.281 | Val. Acc: 91.00% Epoch: 346 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.281 | Train Acc: 91.27% Val. Loss: 0.280 | Val. Acc: 91.00% Epoch: 347 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.280 | Train Acc: 91.27% Val. Loss: 0.279 | Val. Acc: 91.00% Epoch: 348 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.279 | Train Acc: 91.27% Val. Loss: 0.278 | Val. Acc: 91.00% Epoch: 349 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.278 | Train Acc: 91.27% Val. Loss: 0.277 | Val. Acc: 91.00% Epoch: 350 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.277 | Train Acc: 91.27% Val. Loss: 0.276 | Val. Acc: 91.00% Epoch: 351 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.276 | Train Acc: 91.27% Val. Loss: 0.275 | Val. Acc: 91.00% Epoch: 352 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.276 | Train Acc: 91.27% Val. Loss: 0.274 | Val. Acc: 91.00% Epoch: 353 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.275 | Train Acc: 91.27% Val. Loss: 0.274 | Val. Acc: 91.00% Epoch: 354 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.274 | Train Acc: 91.27% Val. Loss: 0.273 | Val. Acc: 91.00% Epoch: 355 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.273 | Train Acc: 91.27% Val. Loss: 0.272 | Val. Acc: 91.00% Epoch: 356 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.272 | Train Acc: 91.27% Val. Loss: 0.271 | Val. Acc: 91.00% Epoch: 357 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.272 | Train Acc: 91.27% Val. Loss: 0.270 | Val. Acc: 91.00% Epoch: 358 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.271 | Train Acc: 90.98% Val. Loss: 0.269 | Val. Acc: 91.00% Epoch: 359 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.270 | Train Acc: 90.98% Val. Loss: 0.268 | Val. Acc: 91.00% Epoch: 360 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.269 | Train Acc: 90.98% Val. Loss: 0.268 | Val. Acc: 91.00% Epoch: 361 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.268 | Train Acc: 90.98% Val. Loss: 0.267 | Val. Acc: 91.00% Epoch: 362 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.268 | Train Acc: 90.98% Val. Loss: 0.266 | Val. Acc: 91.00% Epoch: 363 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.267 | Train Acc: 90.98% Val. Loss: 0.265 | Val. Acc: 91.00% Epoch: 364 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.266 | Train Acc: 90.69% Val. Loss: 0.264 | Val. Acc: 91.00% Epoch: 365 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.265 | Train Acc: 90.69% Val. Loss: 0.264 | Val. Acc: 91.00% Epoch: 366 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.264 | Train Acc: 90.69% Val. Loss: 0.263 | Val. Acc: 91.00% Epoch: 367 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.264 | Train Acc: 90.69% Val. Loss: 0.262 | Val. Acc: 91.00% Epoch: 368 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.263 | Train Acc: 90.69% Val. Loss: 0.261 | Val. Acc: 91.00% Epoch: 369 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.262 | Train Acc: 90.69% Val. Loss: 0.260 | Val. Acc: 91.00% Epoch: 370 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.261 | Train Acc: 90.69% Val. Loss: 0.260 | Val. Acc: 91.00% Epoch: 371 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.261 | Train Acc: 90.69% Val. Loss: 0.259 | Val. Acc: 91.00% Epoch: 372 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.260 | Train Acc: 90.69% Val. Loss: 0.258 | Val. Acc: 91.00% Epoch: 373 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.259 | Train Acc: 90.69% Val. Loss: 0.258 | Val. Acc: 91.00% Epoch: 374 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.259 | Train Acc: 90.69% Val. Loss: 0.257 | Val. Acc: 91.00% Epoch: 375 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.258 | Train Acc: 90.69% Val. Loss: 0.256 | Val. Acc: 91.00% Epoch: 376 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.257 | Train Acc: 90.69% Val. Loss: 0.255 | Val. Acc: 91.00% Epoch: 377 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.256 | Train Acc: 90.69% Val. Loss: 0.255 | Val. Acc: 91.00% Epoch: 378 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.256 | Train Acc: 90.69% Val. Loss: 0.254 | Val. Acc: 91.00% Epoch: 379 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.255 | Train Acc: 90.69% Val. Loss: 0.253 | Val. Acc: 91.00% Epoch: 380 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.254 | Train Acc: 90.69% Val. Loss: 0.253 | Val. Acc: 91.00% Epoch: 381 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.254 | Train Acc: 90.69% Val. Loss: 0.252 | Val. Acc: 91.00% Epoch: 382 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.253 | Train Acc: 90.69% Val. Loss: 0.251 | Val. Acc: 91.00% Epoch: 383 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.252 | Train Acc: 90.69% Val. Loss: 0.251 | Val. Acc: 91.00% Epoch: 384 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.252 | Train Acc: 90.69% Val. Loss: 0.250 | Val. Acc: 91.00% Epoch: 385 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.251 | Train Acc: 90.69% Val. Loss: 0.249 | Val. Acc: 91.00% Epoch: 386 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.250 | Train Acc: 90.69% Val. Loss: 0.249 | Val. Acc: 91.00% Epoch: 387 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.250 | Train Acc: 90.69% Val. Loss: 0.248 | Val. Acc: 91.00% Epoch: 388 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.249 | Train Acc: 90.69% Val. Loss: 0.247 | Val. Acc: 91.00% Epoch: 389 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.248 | Train Acc: 90.69% Val. Loss: 0.247 | Val. Acc: 91.00% Epoch: 390 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.248 | Train Acc: 90.69% Val. Loss: 0.246 | Val. Acc: 91.00% Epoch: 391 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.247 | Train Acc: 90.69% Val. Loss: 0.246 | Val. Acc: 91.00% Epoch: 392 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.246 | Train Acc: 90.69% Val. Loss: 0.245 | Val. Acc: 91.00% Epoch: 393 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.246 | Train Acc: 90.69% Val. Loss: 0.244 | Val. Acc: 91.00% Epoch: 394 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.245 | Train Acc: 90.69% Val. Loss: 0.244 | Val. Acc: 91.00% Epoch: 395 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.244 | Train Acc: 90.69% Val. Loss: 0.243 | Val. Acc: 91.00% Epoch: 396 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.244 | Train Acc: 90.69% Val. Loss: 0.243 | Val. Acc: 91.00% Epoch: 397 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.243 | Train Acc: 90.69% Val. Loss: 0.242 | Val. Acc: 91.00% Epoch: 398 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.242 | Train Acc: 90.69% Val. Loss: 0.241 | Val. Acc: 91.00% Epoch: 399 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.242 | Train Acc: 90.69% Val. Loss: 0.241 | Val. Acc: 91.00% Epoch: 400 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.241 | Train Acc: 90.69% Val. Loss: 0.240 | Val. Acc: 91.00% Epoch: 401 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.241 | Train Acc: 90.69% Val. Loss: 0.240 | Val. Acc: 91.00% Epoch: 402 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.240 | Train Acc: 90.69% Val. Loss: 0.239 | Val. Acc: 91.00% Epoch: 403 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.239 | Train Acc: 90.69% Val. Loss: 0.239 | Val. Acc: 91.00% Epoch: 404 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.239 | Train Acc: 90.69% Val. Loss: 0.238 | Val. Acc: 91.00% Epoch: 405 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.238 | Train Acc: 90.69% Val. Loss: 0.238 | Val. Acc: 91.00% Epoch: 406 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.238 | Train Acc: 90.69% Val. Loss: 0.237 | Val. Acc: 91.00% Epoch: 407 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.237 | Train Acc: 90.69% Val. Loss: 0.237 | Val. Acc: 91.00% Epoch: 408 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.236 | Train Acc: 90.69% Val. Loss: 0.236 | Val. Acc: 91.00% Epoch: 409 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.236 | Train Acc: 90.69% Val. Loss: 0.236 | Val. Acc: 91.00% Epoch: 410 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.235 | Train Acc: 90.69% Val. Loss: 0.235 | Val. Acc: 91.00% Epoch: 411 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.235 | Train Acc: 90.69% Val. Loss: 0.234 | Val. Acc: 91.00% Epoch: 412 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.234 | Train Acc: 90.69% Val. Loss: 0.234 | Val. Acc: 91.00% Epoch: 413 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.234 | Train Acc: 90.69% Val. Loss: 0.233 | Val. Acc: 91.00% Epoch: 414 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.233 | Train Acc: 90.69% Val. Loss: 0.233 | Val. Acc: 93.00% Epoch: 415 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.232 | Train Acc: 90.69% Val. Loss: 0.232 | Val. Acc: 93.00% Epoch: 416 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.232 | Train Acc: 90.69% Val. Loss: 0.232 | Val. Acc: 93.00% Epoch: 417 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.231 | Train Acc: 90.69% Val. Loss: 0.231 | Val. Acc: 93.00% Epoch: 418 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.231 | Train Acc: 90.69% Val. Loss: 0.231 | Val. Acc: 93.00% Epoch: 419 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.230 | Train Acc: 90.69% Val. Loss: 0.231 | Val. Acc: 93.00% Epoch: 420 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.230 | Train Acc: 90.69% Val. Loss: 0.230 | Val. Acc: 93.00% Epoch: 421 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.229 | Train Acc: 90.69% Val. Loss: 0.230 | Val. Acc: 93.00% Epoch: 422 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.229 | Train Acc: 90.98% Val. Loss: 0.229 | Val. Acc: 93.00% Epoch: 423 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.228 | Train Acc: 91.27% Val. Loss: 0.229 | Val. Acc: 93.00% Epoch: 424 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.227 | Train Acc: 91.27% Val. Loss: 0.228 | Val. Acc: 93.00% Epoch: 425 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.227 | Train Acc: 91.27% Val. Loss: 0.228 | Val. Acc: 93.00% Epoch: 426 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.226 | Train Acc: 91.86% Val. Loss: 0.227 | Val. Acc: 93.00% Epoch: 427 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.226 | Train Acc: 91.86% Val. Loss: 0.227 | Val. Acc: 93.00% Epoch: 428 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.225 | Train Acc: 91.86% Val. Loss: 0.226 | Val. Acc: 93.00% Epoch: 429 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.225 | Train Acc: 91.86% Val. Loss: 0.226 | Val. Acc: 93.00% Epoch: 430 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.224 | Train Acc: 91.86% Val. Loss: 0.225 | Val. Acc: 93.00% Epoch: 431 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.224 | Train Acc: 91.86% Val. Loss: 0.225 | Val. Acc: 93.00% Epoch: 432 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.223 | Train Acc: 91.86% Val. Loss: 0.225 | Val. Acc: 93.00% Epoch: 433 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.223 | Train Acc: 91.86% Val. Loss: 0.224 | Val. Acc: 93.00% Epoch: 434 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.222 | Train Acc: 91.86% Val. Loss: 0.224 | Val. Acc: 93.00% Epoch: 435 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.222 | Train Acc: 91.86% Val. Loss: 0.223 | Val. Acc: 93.00% Epoch: 436 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.221 | Train Acc: 91.86% Val. Loss: 0.223 | Val. Acc: 93.00% Epoch: 437 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.221 | Train Acc: 91.86% Val. Loss: 0.223 | Val. Acc: 93.00% Epoch: 438 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.220 | Train Acc: 91.86% Val. Loss: 0.222 | Val. Acc: 93.00% Epoch: 439 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.220 | Train Acc: 91.86% Val. Loss: 0.222 | Val. Acc: 93.00% Epoch: 440 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.219 | Train Acc: 91.86% Val. Loss: 0.221 | Val. Acc: 93.00% Epoch: 441 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.219 | Train Acc: 91.86% Val. Loss: 0.221 | Val. Acc: 93.00% Epoch: 442 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.218 | Train Acc: 91.86% Val. Loss: 0.220 | Val. Acc: 93.00% Epoch: 443 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.218 | Train Acc: 91.86% Val. Loss: 0.220 | Val. Acc: 93.00% Epoch: 444 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.217 | Train Acc: 92.16% Val. Loss: 0.220 | Val. Acc: 93.00% Epoch: 445 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.217 | Train Acc: 92.16% Val. Loss: 0.219 | Val. Acc: 93.00% Epoch: 446 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.216 | Train Acc: 92.16% Val. Loss: 0.219 | Val. Acc: 93.00% Epoch: 447 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.216 | Train Acc: 92.16% Val. Loss: 0.219 | Val. Acc: 93.00% Epoch: 448 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.215 | Train Acc: 92.16% Val. Loss: 0.218 | Val. Acc: 93.00% Epoch: 449 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.215 | Train Acc: 92.16% Val. Loss: 0.218 | Val. Acc: 93.00% Epoch: 450 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.214 | Train Acc: 92.16% Val. Loss: 0.217 | Val. Acc: 93.00% Epoch: 451 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.214 | Train Acc: 92.16% Val. Loss: 0.217 | Val. Acc: 93.00% Epoch: 452 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.213 | Train Acc: 92.16% Val. Loss: 0.217 | Val. Acc: 93.00% Epoch: 453 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.213 | Train Acc: 92.16% Val. Loss: 0.216 | Val. Acc: 93.00% Epoch: 454 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.212 | Train Acc: 92.16% Val. Loss: 0.216 | Val. Acc: 93.00% Epoch: 455 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.212 | Train Acc: 92.16% Val. Loss: 0.216 | Val. Acc: 93.00% Epoch: 456 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.212 | Train Acc: 92.16% Val. Loss: 0.215 | Val. Acc: 93.00% Epoch: 457 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.211 | Train Acc: 92.16% Val. Loss: 0.215 | Val. Acc: 93.00% Epoch: 458 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.211 | Train Acc: 92.16% Val. Loss: 0.214 | Val. Acc: 93.00% Epoch: 459 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.210 | Train Acc: 92.16% Val. Loss: 0.214 | Val. Acc: 93.00% Epoch: 460 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.210 | Train Acc: 92.16% Val. Loss: 0.214 | Val. Acc: 93.00% Epoch: 461 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.209 | Train Acc: 92.16% Val. Loss: 0.213 | Val. Acc: 93.00% Epoch: 462 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.209 | Train Acc: 92.16% Val. Loss: 0.213 | Val. Acc: 93.00% Epoch: 463 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.208 | Train Acc: 92.16% Val. Loss: 0.213 | Val. Acc: 93.00% Epoch: 464 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.208 | Train Acc: 92.16% Val. Loss: 0.212 | Val. Acc: 93.00% Epoch: 465 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.207 | Train Acc: 92.16% Val. Loss: 0.212 | Val. Acc: 93.00% Epoch: 466 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.207 | Train Acc: 92.16% Val. Loss: 0.212 | Val. Acc: 93.00% Epoch: 467 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.207 | Train Acc: 92.16% Val. Loss: 0.211 | Val. Acc: 93.00% Epoch: 468 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.206 | Train Acc: 92.16% Val. Loss: 0.211 | Val. Acc: 93.00% Epoch: 469 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.206 | Train Acc: 92.16% Val. Loss: 0.211 | Val. Acc: 93.00% Epoch: 470 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.205 | Train Acc: 92.16% Val. Loss: 0.210 | Val. Acc: 93.00% Epoch: 471 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.205 | Train Acc: 92.16% Val. Loss: 0.210 | Val. Acc: 93.00% Epoch: 472 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.204 | Train Acc: 92.16% Val. Loss: 0.210 | Val. Acc: 93.00% Epoch: 473 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.204 | Train Acc: 92.16% Val. Loss: 0.209 | Val. Acc: 93.00% Epoch: 474 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.203 | Train Acc: 92.16% Val. Loss: 0.209 | Val. Acc: 93.00% Epoch: 475 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.203 | Train Acc: 92.16% Val. Loss: 0.209 | Val. Acc: 93.00% Epoch: 476 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.203 | Train Acc: 92.45% Val. Loss: 0.208 | Val. Acc: 93.00% Epoch: 477 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.202 | Train Acc: 92.45% Val. Loss: 0.208 | Val. Acc: 93.00% Epoch: 478 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.202 | Train Acc: 92.45% Val. Loss: 0.208 | Val. Acc: 93.00% Epoch: 479 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.201 | Train Acc: 92.45% Val. Loss: 0.207 | Val. Acc: 93.00% Epoch: 480 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.201 | Train Acc: 92.94% Val. Loss: 0.207 | Val. Acc: 93.00% Epoch: 481 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.200 | Train Acc: 92.94% Val. Loss: 0.207 | Val. Acc: 93.00% Epoch: 482 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.200 | Train Acc: 92.94% Val. Loss: 0.207 | Val. Acc: 93.00% Epoch: 483 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.200 | Train Acc: 93.24% Val. Loss: 0.206 | Val. Acc: 93.00% Epoch: 484 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.199 | Train Acc: 93.24% Val. Loss: 0.206 | Val. Acc: 93.00% Epoch: 485 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.199 | Train Acc: 93.24% Val. Loss: 0.206 | Val. Acc: 93.00% Epoch: 486 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.198 | Train Acc: 93.24% Val. Loss: 0.205 | Val. Acc: 93.00% Epoch: 487 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.198 | Train Acc: 93.24% Val. Loss: 0.205 | Val. Acc: 93.00% Epoch: 488 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.198 | Train Acc: 93.24% Val. Loss: 0.205 | Val. Acc: 93.00% Epoch: 489 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.197 | Train Acc: 93.24% Val. Loss: 0.204 | Val. Acc: 93.00% Epoch: 490 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.197 | Train Acc: 93.24% Val. Loss: 0.204 | Val. Acc: 93.00% Epoch: 491 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.196 | Train Acc: 93.24% Val. Loss: 0.204 | Val. Acc: 93.00% Epoch: 492 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.196 | Train Acc: 93.24% Val. Loss: 0.204 | Val. Acc: 93.00% Epoch: 493 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.196 | Train Acc: 93.24% Val. Loss: 0.203 | Val. Acc: 93.00% Epoch: 494 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.195 | Train Acc: 93.53% Val. Loss: 0.203 | Val. Acc: 93.00% Epoch: 495 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.195 | Train Acc: 93.53% Val. Loss: 0.203 | Val. Acc: 93.00% Epoch: 496 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.194 | Train Acc: 93.53% Val. Loss: 0.202 | Val. Acc: 93.00% Epoch: 497 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.194 | Train Acc: 93.53% Val. Loss: 0.202 | Val. Acc: 93.00% Epoch: 498 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.194 | Train Acc: 93.82% Val. Loss: 0.202 | Val. Acc: 93.00% Epoch: 499 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.193 | Train Acc: 93.82% Val. Loss: 0.202 | Val. Acc: 93.00% Epoch: 500 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.193 | Train Acc: 93.82% Val. Loss: 0.201 | Val. Acc: 93.00% Epoch: 501 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.192 | Train Acc: 93.82% Val. Loss: 0.201 | Val. Acc: 93.00% Epoch: 502 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.192 | Train Acc: 93.82% Val. Loss: 0.201 | Val. Acc: 93.00% Epoch: 503 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.192 | Train Acc: 93.82% Val. Loss: 0.201 | Val. Acc: 93.00% Epoch: 504 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.191 | Train Acc: 93.82% Val. Loss: 0.200 | Val. Acc: 93.00% Epoch: 505 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.191 | Train Acc: 93.82% Val. Loss: 0.200 | Val. Acc: 93.00% Epoch: 506 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.190 | Train Acc: 93.82% Val. Loss: 0.200 | Val. Acc: 93.00% Epoch: 507 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.190 | Train Acc: 93.82% Val. Loss: 0.199 | Val. Acc: 93.00% Epoch: 508 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.190 | Train Acc: 93.82% Val. Loss: 0.199 | Val. Acc: 93.00% Epoch: 509 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.189 | Train Acc: 93.82% Val. Loss: 0.199 | Val. Acc: 93.00% Epoch: 510 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.189 | Train Acc: 93.82% Val. Loss: 0.199 | Val. Acc: 93.00% Epoch: 511 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.189 | Train Acc: 93.82% Val. Loss: 0.198 | Val. Acc: 93.00% Epoch: 512 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.188 | Train Acc: 93.82% Val. Loss: 0.198 | Val. Acc: 93.00% Epoch: 513 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.188 | Train Acc: 93.82% Val. Loss: 0.198 | Val. Acc: 93.00% Epoch: 514 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.187 | Train Acc: 93.82% Val. Loss: 0.198 | Val. Acc: 93.00% Epoch: 515 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.187 | Train Acc: 93.82% Val. Loss: 0.197 | Val. Acc: 93.00% Epoch: 516 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.187 | Train Acc: 93.82% Val. Loss: 0.197 | Val. Acc: 93.00% Epoch: 517 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.186 | Train Acc: 93.82% Val. Loss: 0.197 | Val. Acc: 93.00% Epoch: 518 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.186 | Train Acc: 93.82% Val. Loss: 0.197 | Val. Acc: 93.00% Epoch: 519 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.186 | Train Acc: 93.82% Val. Loss: 0.196 | Val. Acc: 93.00% Epoch: 520 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.185 | Train Acc: 93.82% Val. Loss: 0.196 | Val. Acc: 93.00% Epoch: 521 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.185 | Train Acc: 93.82% Val. Loss: 0.196 | Val. Acc: 93.00% Epoch: 522 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.185 | Train Acc: 93.82% Val. Loss: 0.196 | Val. Acc: 93.00% Epoch: 523 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.184 | Train Acc: 93.82% Val. Loss: 0.196 | Val. Acc: 93.00% Epoch: 524 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.184 | Train Acc: 93.82% Val. Loss: 0.195 | Val. Acc: 93.00% Epoch: 525 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.183 | Train Acc: 93.82% Val. Loss: 0.195 | Val. Acc: 93.00% Epoch: 526 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.183 | Train Acc: 93.82% Val. Loss: 0.195 | Val. Acc: 93.00% Epoch: 527 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.183 | Train Acc: 93.82% Val. Loss: 0.195 | Val. Acc: 93.00% Epoch: 528 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.182 | Train Acc: 94.12% Val. Loss: 0.194 | Val. Acc: 93.00% Epoch: 529 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.182 | Train Acc: 94.41% Val. Loss: 0.194 | Val. Acc: 93.00% Epoch: 530 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.182 | Train Acc: 94.41% Val. Loss: 0.194 | Val. Acc: 93.00% Epoch: 531 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.181 | Train Acc: 94.71% Val. Loss: 0.194 | Val. Acc: 93.00% Epoch: 532 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.181 | Train Acc: 94.71% Val. Loss: 0.193 | Val. Acc: 91.00% Epoch: 533 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.181 | Train Acc: 94.71% Val. Loss: 0.193 | Val. Acc: 93.00% Epoch: 534 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.180 | Train Acc: 94.71% Val. Loss: 0.193 | Val. Acc: 93.00% Epoch: 535 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.180 | Train Acc: 94.41% Val. Loss: 0.193 | Val. Acc: 93.00% Epoch: 536 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.180 | Train Acc: 94.41% Val. Loss: 0.193 | Val. Acc: 93.00% Epoch: 537 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.179 | Train Acc: 94.41% Val. Loss: 0.192 | Val. Acc: 93.00% Epoch: 538 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.179 | Train Acc: 94.41% Val. Loss: 0.192 | Val. Acc: 93.00% Epoch: 539 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.179 | Train Acc: 94.71% Val. Loss: 0.192 | Val. Acc: 93.00% Epoch: 540 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.178 | Train Acc: 94.71% Val. Loss: 0.192 | Val. Acc: 93.00% Epoch: 541 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.178 | Train Acc: 94.71% Val. Loss: 0.192 | Val. Acc: 94.00% Epoch: 542 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.178 | Train Acc: 94.71% Val. Loss: 0.191 | Val. Acc: 94.00% Epoch: 543 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.177 | Train Acc: 94.71% Val. Loss: 0.191 | Val. Acc: 94.00% Epoch: 544 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.177 | Train Acc: 94.71% Val. Loss: 0.191 | Val. Acc: 94.00% Epoch: 545 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.177 | Train Acc: 94.71% Val. Loss: 0.191 | Val. Acc: 94.00% Epoch: 546 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.176 | Train Acc: 94.71% Val. Loss: 0.191 | Val. Acc: 94.00% Epoch: 547 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.176 | Train Acc: 94.71% Val. Loss: 0.190 | Val. Acc: 94.00% Epoch: 548 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.176 | Train Acc: 94.71% Val. Loss: 0.190 | Val. Acc: 94.00% Epoch: 549 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.175 | Train Acc: 94.71% Val. Loss: 0.190 | Val. Acc: 94.00% Epoch: 550 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.175 | Train Acc: 94.71% Val. Loss: 0.190 | Val. Acc: 94.00% Epoch: 551 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.175 | Train Acc: 94.71% Val. Loss: 0.190 | Val. Acc: 94.00% Epoch: 552 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.174 | Train Acc: 94.71% Val. Loss: 0.189 | Val. Acc: 94.00% Epoch: 553 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.174 | Train Acc: 94.71% Val. Loss: 0.189 | Val. Acc: 94.00% Epoch: 554 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.174 | Train Acc: 94.71% Val. Loss: 0.189 | Val. Acc: 94.00% Epoch: 555 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.173 | Train Acc: 94.71% Val. Loss: 0.189 | Val. Acc: 94.00% Epoch: 556 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.173 | Train Acc: 94.71% Val. Loss: 0.189 | Val. Acc: 94.00% Epoch: 557 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.173 | Train Acc: 94.71% Val. Loss: 0.188 | Val. Acc: 94.00% Epoch: 558 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.172 | Train Acc: 94.71% Val. Loss: 0.188 | Val. Acc: 94.00% Epoch: 559 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.172 | Train Acc: 94.71% Val. Loss: 0.188 | Val. Acc: 94.00% Epoch: 560 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.172 | Train Acc: 94.71% Val. Loss: 0.188 | Val. Acc: 94.00% Epoch: 561 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.172 | Train Acc: 94.71% Val. Loss: 0.188 | Val. Acc: 94.00% Epoch: 562 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.171 | Train Acc: 94.71% Val. Loss: 0.188 | Val. Acc: 94.00% Epoch: 563 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.171 | Train Acc: 94.71% Val. Loss: 0.187 | Val. Acc: 94.00% Epoch: 564 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.171 | Train Acc: 94.71% Val. Loss: 0.187 | Val. Acc: 94.00% Epoch: 565 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.170 | Train Acc: 95.00% Val. Loss: 0.187 | Val. Acc: 94.00% Epoch: 566 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.170 | Train Acc: 95.00% Val. Loss: 0.187 | Val. Acc: 94.00% Epoch: 567 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.170 | Train Acc: 95.00% Val. Loss: 0.187 | Val. Acc: 94.00% Epoch: 568 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.169 | Train Acc: 95.00% Val. Loss: 0.186 | Val. Acc: 94.00% Epoch: 569 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.169 | Train Acc: 95.29% Val. Loss: 0.186 | Val. Acc: 94.00% Epoch: 570 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.169 | Train Acc: 95.29% Val. Loss: 0.186 | Val. Acc: 94.00% Epoch: 571 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.168 | Train Acc: 95.29% Val. Loss: 0.186 | Val. Acc: 94.00% Epoch: 572 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.168 | Train Acc: 95.59% Val. Loss: 0.186 | Val. Acc: 94.00% Epoch: 573 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.168 | Train Acc: 95.59% Val. Loss: 0.186 | Val. Acc: 94.00% Epoch: 574 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.168 | Train Acc: 95.59% Val. Loss: 0.185 | Val. Acc: 94.00% Epoch: 575 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.167 | Train Acc: 95.59% Val. Loss: 0.185 | Val. Acc: 94.00% Epoch: 576 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.167 | Train Acc: 95.59% Val. Loss: 0.185 | Val. Acc: 94.00% Epoch: 577 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.167 | Train Acc: 95.59% Val. Loss: 0.185 | Val. Acc: 94.00% Epoch: 578 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.166 | Train Acc: 95.59% Val. Loss: 0.185 | Val. Acc: 94.00% Epoch: 579 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.166 | Train Acc: 95.59% Val. Loss: 0.185 | Val. Acc: 94.00% Epoch: 580 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.166 | Train Acc: 95.59% Val. Loss: 0.184 | Val. Acc: 94.00% Epoch: 581 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.166 | Train Acc: 95.59% Val. Loss: 0.184 | Val. Acc: 94.00% Epoch: 582 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.165 | Train Acc: 95.59% Val. Loss: 0.184 | Val. Acc: 94.00% Epoch: 583 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.165 | Train Acc: 95.59% Val. Loss: 0.184 | Val. Acc: 94.00% Epoch: 584 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.165 | Train Acc: 95.59% Val. Loss: 0.184 | Val. Acc: 94.00% Epoch: 585 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.164 | Train Acc: 95.59% Val. Loss: 0.184 | Val. Acc: 94.00% Epoch: 586 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.164 | Train Acc: 95.59% Val. Loss: 0.184 | Val. Acc: 94.00% Epoch: 587 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.164 | Train Acc: 95.59% Val. Loss: 0.183 | Val. Acc: 94.00% Epoch: 588 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.164 | Train Acc: 95.59% Val. Loss: 0.183 | Val. Acc: 94.00% Epoch: 589 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.163 | Train Acc: 95.59% Val. Loss: 0.183 | Val. Acc: 94.00% Epoch: 590 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.163 | Train Acc: 95.59% Val. Loss: 0.183 | Val. Acc: 94.00% Epoch: 591 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.163 | Train Acc: 95.59% Val. Loss: 0.183 | Val. Acc: 94.00% Epoch: 592 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.163 | Train Acc: 95.59% Val. Loss: 0.183 | Val. Acc: 94.00% Epoch: 593 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.162 | Train Acc: 95.59% Val. Loss: 0.182 | Val. Acc: 94.00% Epoch: 594 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.162 | Train Acc: 95.59% Val. Loss: 0.182 | Val. Acc: 94.00% Epoch: 595 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.162 | Train Acc: 95.59% Val. Loss: 0.182 | Val. Acc: 94.00% Epoch: 596 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.161 | Train Acc: 95.59% Val. Loss: 0.182 | Val. Acc: 94.00% Epoch: 597 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.161 | Train Acc: 95.59% Val. Loss: 0.182 | Val. Acc: 94.00% Epoch: 598 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.161 | Train Acc: 95.59% Val. Loss: 0.182 | Val. Acc: 94.00% Epoch: 599 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.161 | Train Acc: 95.59% Val. Loss: 0.182 | Val. Acc: 94.00% Epoch: 600 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.160 | Train Acc: 95.88% Val. Loss: 0.181 | Val. Acc: 94.00% Epoch: 601 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.160 | Train Acc: 95.88% Val. Loss: 0.181 | Val. Acc: 94.00% Epoch: 602 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.160 | Train Acc: 95.88% Val. Loss: 0.181 | Val. Acc: 94.00% Epoch: 603 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.160 | Train Acc: 95.88% Val. Loss: 0.181 | Val. Acc: 94.00% Epoch: 604 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.159 | Train Acc: 95.88% Val. Loss: 0.181 | Val. Acc: 94.00% Epoch: 605 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.159 | Train Acc: 95.88% Val. Loss: 0.181 | Val. Acc: 94.00% Epoch: 606 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.159 | Train Acc: 95.88% Val. Loss: 0.181 | Val. Acc: 94.00% Epoch: 607 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.159 | Train Acc: 95.88% Val. Loss: 0.181 | Val. Acc: 94.00% Epoch: 608 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.158 | Train Acc: 95.88% Val. Loss: 0.180 | Val. Acc: 94.00% Epoch: 609 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.158 | Train Acc: 95.88% Val. Loss: 0.180 | Val. Acc: 94.00% Epoch: 610 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.158 | Train Acc: 95.88% Val. Loss: 0.180 | Val. Acc: 94.00% Epoch: 611 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.158 | Train Acc: 95.88% Val. Loss: 0.180 | Val. Acc: 94.00% Epoch: 612 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.157 | Train Acc: 95.88% Val. Loss: 0.180 | Val. Acc: 94.00% Epoch: 613 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.157 | Train Acc: 95.88% Val. Loss: 0.180 | Val. Acc: 94.00% Epoch: 614 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.157 | Train Acc: 95.88% Val. Loss: 0.180 | Val. Acc: 94.00% Epoch: 615 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.157 | Train Acc: 95.88% Val. Loss: 0.179 | Val. Acc: 94.00% Epoch: 616 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.156 | Train Acc: 95.88% Val. Loss: 0.179 | Val. Acc: 94.00% Epoch: 617 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.156 | Train Acc: 95.88% Val. Loss: 0.179 | Val. Acc: 94.00% Epoch: 618 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.156 | Train Acc: 95.88% Val. Loss: 0.179 | Val. Acc: 94.00% Epoch: 619 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.156 | Train Acc: 95.88% Val. Loss: 0.179 | Val. Acc: 94.00% Epoch: 620 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.155 | Train Acc: 95.88% Val. Loss: 0.179 | Val. Acc: 94.00% Epoch: 621 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.155 | Train Acc: 96.18% Val. Loss: 0.179 | Val. Acc: 94.00% Epoch: 622 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.155 | Train Acc: 96.18% Val. Loss: 0.179 | Val. Acc: 94.00% Epoch: 623 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.155 | Train Acc: 96.18% Val. Loss: 0.179 | Val. Acc: 94.00% Epoch: 624 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.154 | Train Acc: 96.18% Val. Loss: 0.178 | Val. Acc: 94.00% Epoch: 625 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.154 | Train Acc: 96.18% Val. Loss: 0.178 | Val. Acc: 94.00% Epoch: 626 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.154 | Train Acc: 96.18% Val. Loss: 0.178 | Val. Acc: 94.00% Epoch: 627 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.154 | Train Acc: 96.18% Val. Loss: 0.178 | Val. Acc: 94.00% Epoch: 628 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.153 | Train Acc: 96.18% Val. Loss: 0.178 | Val. Acc: 94.00% Epoch: 629 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.153 | Train Acc: 96.18% Val. Loss: 0.178 | Val. Acc: 94.00% Epoch: 630 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.153 | Train Acc: 96.18% Val. Loss: 0.178 | Val. Acc: 94.00% Epoch: 631 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.153 | Train Acc: 96.18% Val. Loss: 0.178 | Val. Acc: 94.00% Epoch: 632 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.152 | Train Acc: 96.18% Val. Loss: 0.177 | Val. Acc: 94.00% Epoch: 633 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.152 | Train Acc: 96.18% Val. Loss: 0.177 | Val. Acc: 94.00% Epoch: 634 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.152 | Train Acc: 96.18% Val. Loss: 0.177 | Val. Acc: 94.00% Epoch: 635 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.152 | Train Acc: 96.18% Val. Loss: 0.177 | Val. Acc: 94.00% Epoch: 636 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.152 | Train Acc: 96.18% Val. Loss: 0.177 | Val. Acc: 94.00% Epoch: 637 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.151 | Train Acc: 96.18% Val. Loss: 0.177 | Val. Acc: 94.00% Epoch: 638 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.151 | Train Acc: 96.18% Val. Loss: 0.177 | Val. Acc: 94.00% Epoch: 639 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.151 | Train Acc: 96.18% Val. Loss: 0.177 | Val. Acc: 94.00% Epoch: 640 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.151 | Train Acc: 96.18% Val. Loss: 0.177 | Val. Acc: 94.00% Epoch: 641 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.150 | Train Acc: 96.18% Val. Loss: 0.177 | Val. Acc: 94.00% Epoch: 642 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.150 | Train Acc: 96.18% Val. Loss: 0.176 | Val. Acc: 94.00% Epoch: 643 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.150 | Train Acc: 96.18% Val. Loss: 0.176 | Val. Acc: 94.00% Epoch: 644 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.150 | Train Acc: 96.18% Val. Loss: 0.176 | Val. Acc: 94.00% Epoch: 645 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.150 | Train Acc: 96.18% Val. Loss: 0.176 | Val. Acc: 94.00% Epoch: 646 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.149 | Train Acc: 96.18% Val. Loss: 0.176 | Val. Acc: 94.00% Epoch: 647 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.149 | Train Acc: 96.18% Val. Loss: 0.176 | Val. Acc: 94.00% Epoch: 648 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.149 | Train Acc: 96.18% Val. Loss: 0.176 | Val. Acc: 94.00% Epoch: 649 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.149 | Train Acc: 96.18% Val. Loss: 0.176 | Val. Acc: 94.00% Epoch: 650 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.148 | Train Acc: 96.18% Val. Loss: 0.176 | Val. Acc: 94.00% Epoch: 651 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.148 | Train Acc: 96.18% Val. Loss: 0.175 | Val. Acc: 94.00% Epoch: 652 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.148 | Train Acc: 96.18% Val. Loss: 0.175 | Val. Acc: 94.00% Epoch: 653 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.148 | Train Acc: 96.18% Val. Loss: 0.175 | Val. Acc: 94.00% Epoch: 654 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.148 | Train Acc: 96.18% Val. Loss: 0.175 | Val. Acc: 94.00% Epoch: 655 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.147 | Train Acc: 96.18% Val. Loss: 0.175 | Val. Acc: 94.00% Epoch: 656 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.147 | Train Acc: 96.18% Val. Loss: 0.175 | Val. Acc: 94.00% Epoch: 657 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.147 | Train Acc: 96.18% Val. Loss: 0.175 | Val. Acc: 94.00% Epoch: 658 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.147 | Train Acc: 96.18% Val. Loss: 0.175 | Val. Acc: 94.00% Epoch: 659 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.147 | Train Acc: 96.18% Val. Loss: 0.175 | Val. Acc: 94.00% Epoch: 660 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.146 | Train Acc: 96.18% Val. Loss: 0.175 | Val. Acc: 94.00% Epoch: 661 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.146 | Train Acc: 96.18% Val. Loss: 0.175 | Val. Acc: 94.00% Epoch: 662 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.146 | Train Acc: 96.18% Val. Loss: 0.174 | Val. Acc: 94.00% Epoch: 663 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.146 | Train Acc: 96.18% Val. Loss: 0.174 | Val. Acc: 94.00% Epoch: 664 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.145 | Train Acc: 96.18% Val. Loss: 0.174 | Val. Acc: 94.00% Epoch: 665 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.145 | Train Acc: 96.18% Val. Loss: 0.174 | Val. Acc: 94.00% Epoch: 666 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.145 | Train Acc: 96.18% Val. Loss: 0.174 | Val. Acc: 94.00% Epoch: 667 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.145 | Train Acc: 96.18% Val. Loss: 0.174 | Val. Acc: 94.00% Epoch: 668 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.145 | Train Acc: 96.18% Val. Loss: 0.174 | Val. Acc: 94.00% Epoch: 669 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.144 | Train Acc: 96.18% Val. Loss: 0.174 | Val. Acc: 94.00% Epoch: 670 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.144 | Train Acc: 96.18% Val. Loss: 0.174 | Val. Acc: 94.00% Epoch: 671 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.144 | Train Acc: 96.18% Val. Loss: 0.174 | Val. Acc: 94.00% Epoch: 672 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.144 | Train Acc: 96.18% Val. Loss: 0.174 | Val. Acc: 94.00% Epoch: 673 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.144 | Train Acc: 96.18% Val. Loss: 0.173 | Val. Acc: 94.00% Epoch: 674 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.143 | Train Acc: 96.18% Val. Loss: 0.173 | Val. Acc: 94.00% Epoch: 675 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.143 | Train Acc: 96.18% Val. Loss: 0.173 | Val. Acc: 94.00% Epoch: 676 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.143 | Train Acc: 96.18% Val. Loss: 0.173 | Val. Acc: 94.00% Epoch: 677 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.143 | Train Acc: 96.18% Val. Loss: 0.173 | Val. Acc: 94.00% Epoch: 678 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.143 | Train Acc: 96.18% Val. Loss: 0.173 | Val. Acc: 94.00% Epoch: 679 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.142 | Train Acc: 96.18% Val. Loss: 0.173 | Val. Acc: 94.00% Epoch: 680 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.142 | Train Acc: 96.18% Val. Loss: 0.173 | Val. Acc: 94.00% Epoch: 681 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.142 | Train Acc: 96.18% Val. Loss: 0.173 | Val. Acc: 94.00% Epoch: 682 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.142 | Train Acc: 96.18% Val. Loss: 0.173 | Val. Acc: 94.00% Epoch: 683 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.142 | Train Acc: 96.18% Val. Loss: 0.173 | Val. Acc: 94.00% Epoch: 684 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.142 | Train Acc: 96.18% Val. Loss: 0.173 | Val. Acc: 94.00% Epoch: 685 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.141 | Train Acc: 96.18% Val. Loss: 0.172 | Val. Acc: 94.00% Epoch: 686 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.141 | Train Acc: 96.18% Val. Loss: 0.172 | Val. Acc: 94.00% Epoch: 687 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.141 | Train Acc: 96.18% Val. Loss: 0.172 | Val. Acc: 94.00% Epoch: 688 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.141 | Train Acc: 96.18% Val. Loss: 0.172 | Val. Acc: 94.00% Epoch: 689 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.141 | Train Acc: 96.18% Val. Loss: 0.172 | Val. Acc: 94.00% Epoch: 690 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.140 | Train Acc: 96.18% Val. Loss: 0.172 | Val. Acc: 94.00% Epoch: 691 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.140 | Train Acc: 96.18% Val. Loss: 0.172 | Val. Acc: 94.00% Epoch: 692 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.140 | Train Acc: 96.18% Val. Loss: 0.172 | Val. Acc: 94.00% Epoch: 693 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.140 | Train Acc: 96.18% Val. Loss: 0.172 | Val. Acc: 94.00% Epoch: 694 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.140 | Train Acc: 96.18% Val. Loss: 0.172 | Val. Acc: 94.00% Epoch: 695 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.139 | Train Acc: 96.18% Val. Loss: 0.172 | Val. Acc: 94.00% Epoch: 696 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.139 | Train Acc: 96.18% Val. Loss: 0.172 | Val. Acc: 94.00% Epoch: 697 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.139 | Train Acc: 96.18% Val. Loss: 0.172 | Val. Acc: 94.00% Epoch: 698 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.139 | Train Acc: 96.18% Val. Loss: 0.171 | Val. Acc: 94.00% Epoch: 699 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.139 | Train Acc: 96.18% Val. Loss: 0.171 | Val. Acc: 94.00% Epoch: 700 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.139 | Train Acc: 96.18% Val. Loss: 0.171 | Val. Acc: 94.00% Epoch: 701 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.138 | Train Acc: 96.18% Val. Loss: 0.171 | Val. Acc: 94.00% Epoch: 702 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.138 | Train Acc: 96.47% Val. Loss: 0.171 | Val. Acc: 94.00% Epoch: 703 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.138 | Train Acc: 96.47% Val. Loss: 0.171 | Val. Acc: 94.00% Epoch: 704 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.138 | Train Acc: 96.47% Val. Loss: 0.171 | Val. Acc: 94.00% Epoch: 705 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.138 | Train Acc: 96.47% Val. Loss: 0.171 | Val. Acc: 94.00% Epoch: 706 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.138 | Train Acc: 96.47% Val. Loss: 0.171 | Val. Acc: 94.00% Epoch: 707 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.137 | Train Acc: 96.47% Val. Loss: 0.171 | Val. Acc: 94.00% Epoch: 708 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.137 | Train Acc: 96.47% Val. Loss: 0.171 | Val. Acc: 94.00% Epoch: 709 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.137 | Train Acc: 96.47% Val. Loss: 0.171 | Val. Acc: 94.00% Epoch: 710 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.137 | Train Acc: 96.47% Val. Loss: 0.171 | Val. Acc: 94.00% Epoch: 711 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.137 | Train Acc: 96.47% Val. Loss: 0.171 | Val. Acc: 94.00% Epoch: 712 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.136 | Train Acc: 96.47% Val. Loss: 0.170 | Val. Acc: 94.00% Epoch: 713 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.136 | Train Acc: 96.47% Val. Loss: 0.170 | Val. Acc: 94.00% Epoch: 714 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.136 | Train Acc: 96.47% Val. Loss: 0.170 | Val. Acc: 94.00% Epoch: 715 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.136 | Train Acc: 96.47% Val. Loss: 0.170 | Val. Acc: 94.00% Epoch: 716 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.136 | Train Acc: 96.47% Val. Loss: 0.170 | Val. Acc: 94.00% Epoch: 717 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.136 | Train Acc: 96.47% Val. Loss: 0.170 | Val. Acc: 94.00% Epoch: 718 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.135 | Train Acc: 96.47% Val. Loss: 0.170 | Val. Acc: 94.00% Epoch: 719 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.135 | Train Acc: 96.47% Val. Loss: 0.170 | Val. Acc: 94.00% Epoch: 720 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.135 | Train Acc: 96.47% Val. Loss: 0.170 | Val. Acc: 94.00% Epoch: 721 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.135 | Train Acc: 96.47% Val. Loss: 0.170 | Val. Acc: 94.00% Epoch: 722 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.135 | Train Acc: 96.47% Val. Loss: 0.170 | Val. Acc: 94.00% Epoch: 723 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.135 | Train Acc: 96.47% Val. Loss: 0.170 | Val. Acc: 94.00% Epoch: 724 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.134 | Train Acc: 96.47% Val. Loss: 0.170 | Val. Acc: 94.00% Epoch: 725 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.134 | Train Acc: 96.47% Val. Loss: 0.170 | Val. Acc: 94.00% Epoch: 726 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.134 | Train Acc: 96.47% Val. Loss: 0.169 | Val. Acc: 94.00% Epoch: 727 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.134 | Train Acc: 96.47% Val. Loss: 0.169 | Val. Acc: 94.00% Epoch: 728 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.134 | Train Acc: 96.47% Val. Loss: 0.169 | Val. Acc: 94.00% Epoch: 729 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.134 | Train Acc: 96.47% Val. Loss: 0.169 | Val. Acc: 94.00% Epoch: 730 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.133 | Train Acc: 96.47% Val. Loss: 0.169 | Val. Acc: 94.00% Epoch: 731 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.133 | Train Acc: 96.47% Val. Loss: 0.169 | Val. Acc: 94.00% Epoch: 732 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.133 | Train Acc: 96.47% Val. Loss: 0.169 | Val. Acc: 94.00% Epoch: 733 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.133 | Train Acc: 96.47% Val. Loss: 0.169 | Val. Acc: 94.00% Epoch: 734 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.133 | Train Acc: 96.47% Val. Loss: 0.169 | Val. Acc: 94.00% Epoch: 735 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.133 | Train Acc: 96.47% Val. Loss: 0.169 | Val. Acc: 94.00% Epoch: 736 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.132 | Train Acc: 96.47% Val. Loss: 0.169 | Val. Acc: 94.00% Epoch: 737 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.132 | Train Acc: 96.47% Val. Loss: 0.169 | Val. Acc: 94.00% Epoch: 738 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.132 | Train Acc: 96.47% Val. Loss: 0.169 | Val. Acc: 94.00% Epoch: 739 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.132 | Train Acc: 96.47% Val. Loss: 0.169 | Val. Acc: 94.00% Epoch: 740 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.132 | Train Acc: 96.47% Val. Loss: 0.169 | Val. Acc: 94.00% Epoch: 741 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.132 | Train Acc: 96.47% Val. Loss: 0.169 | Val. Acc: 94.00% Epoch: 742 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.132 | Train Acc: 96.47% Val. Loss: 0.168 | Val. Acc: 94.00% Epoch: 743 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.131 | Train Acc: 96.47% Val. Loss: 0.168 | Val. Acc: 94.00% Epoch: 744 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.131 | Train Acc: 96.47% Val. Loss: 0.168 | Val. Acc: 94.00% Epoch: 745 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.131 | Train Acc: 96.47% Val. Loss: 0.168 | Val. Acc: 94.00% Epoch: 746 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.131 | Train Acc: 96.47% Val. Loss: 0.168 | Val. Acc: 94.00% Epoch: 747 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.131 | Train Acc: 96.47% Val. Loss: 0.168 | Val. Acc: 94.00% Epoch: 748 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.131 | Train Acc: 96.47% Val. Loss: 0.168 | Val. Acc: 94.00% Epoch: 749 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.130 | Train Acc: 96.47% Val. Loss: 0.168 | Val. Acc: 94.00% Epoch: 750 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.130 | Train Acc: 96.47% Val. Loss: 0.168 | Val. Acc: 94.00% Epoch: 751 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.130 | Train Acc: 96.47% Val. Loss: 0.168 | Val. Acc: 94.00% Epoch: 752 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.130 | Train Acc: 96.47% Val. Loss: 0.168 | Val. Acc: 94.00% Epoch: 753 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.130 | Train Acc: 96.47% Val. Loss: 0.168 | Val. Acc: 94.00% Epoch: 754 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.130 | Train Acc: 96.47% Val. Loss: 0.168 | Val. Acc: 94.00% Epoch: 755 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.130 | Train Acc: 96.47% Val. Loss: 0.168 | Val. Acc: 94.00% Epoch: 756 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.129 | Train Acc: 96.47% Val. Loss: 0.168 | Val. Acc: 94.00% Epoch: 757 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.129 | Train Acc: 96.47% Val. Loss: 0.168 | Val. Acc: 94.00% Epoch: 758 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.129 | Train Acc: 96.47% Val. Loss: 0.168 | Val. Acc: 94.00% Epoch: 759 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.129 | Train Acc: 96.47% Val. Loss: 0.167 | Val. Acc: 94.00% Epoch: 760 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.129 | Train Acc: 96.47% Val. Loss: 0.167 | Val. Acc: 94.00% Epoch: 761 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.129 | Train Acc: 96.47% Val. Loss: 0.167 | Val. Acc: 94.00% Epoch: 762 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.128 | Train Acc: 96.76% Val. Loss: 0.167 | Val. Acc: 94.00% Epoch: 763 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.128 | Train Acc: 96.76% Val. Loss: 0.167 | Val. Acc: 94.00% Epoch: 764 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.128 | Train Acc: 96.76% Val. Loss: 0.167 | Val. Acc: 94.00% Epoch: 765 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.128 | Train Acc: 96.76% Val. Loss: 0.167 | Val. Acc: 94.00% Epoch: 766 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.128 | Train Acc: 96.76% Val. Loss: 0.167 | Val. Acc: 94.00% Epoch: 767 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.128 | Train Acc: 96.76% Val. Loss: 0.167 | Val. Acc: 94.00% Epoch: 768 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.128 | Train Acc: 96.76% Val. Loss: 0.167 | Val. Acc: 94.00% Epoch: 769 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.127 | Train Acc: 96.76% Val. Loss: 0.167 | Val. Acc: 94.00% Epoch: 770 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.127 | Train Acc: 96.76% Val. Loss: 0.167 | Val. Acc: 94.00% Epoch: 771 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.127 | Train Acc: 96.76% Val. Loss: 0.167 | Val. Acc: 94.00% Epoch: 772 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.127 | Train Acc: 96.76% Val. Loss: 0.167 | Val. Acc: 94.00% Epoch: 773 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.127 | Train Acc: 96.76% Val. Loss: 0.167 | Val. Acc: 94.00% Epoch: 774 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.127 | Train Acc: 96.76% Val. Loss: 0.167 | Val. Acc: 94.00% Epoch: 775 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.127 | Train Acc: 96.76% Val. Loss: 0.167 | Val. Acc: 94.00% Epoch: 776 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.126 | Train Acc: 96.76% Val. Loss: 0.166 | Val. Acc: 94.00% Epoch: 777 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.126 | Train Acc: 96.76% Val. Loss: 0.166 | Val. Acc: 94.00% Epoch: 778 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.126 | Train Acc: 96.76% Val. Loss: 0.166 | Val. Acc: 94.00% Epoch: 779 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.126 | Train Acc: 97.35% Val. Loss: 0.166 | Val. Acc: 94.00% Epoch: 780 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.126 | Train Acc: 97.35% Val. Loss: 0.166 | Val. Acc: 94.00% Epoch: 781 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.126 | Train Acc: 97.35% Val. Loss: 0.166 | Val. Acc: 94.00% Epoch: 782 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.126 | Train Acc: 97.35% Val. Loss: 0.166 | Val. Acc: 94.00% Epoch: 783 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.125 | Train Acc: 97.35% Val. Loss: 0.166 | Val. Acc: 94.00% Epoch: 784 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.125 | Train Acc: 97.35% Val. Loss: 0.166 | Val. Acc: 94.00% Epoch: 785 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.125 | Train Acc: 97.35% Val. Loss: 0.166 | Val. Acc: 94.00% Epoch: 786 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.125 | Train Acc: 97.35% Val. Loss: 0.166 | Val. Acc: 94.00% Epoch: 787 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.125 | Train Acc: 97.35% Val. Loss: 0.166 | Val. Acc: 94.00% Epoch: 788 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.125 | Train Acc: 97.35% Val. Loss: 0.166 | Val. Acc: 94.00% Epoch: 789 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.125 | Train Acc: 97.35% Val. Loss: 0.166 | Val. Acc: 94.00% Epoch: 790 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.125 | Train Acc: 97.35% Val. Loss: 0.166 | Val. Acc: 94.00% Epoch: 791 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.124 | Train Acc: 97.35% Val. Loss: 0.166 | Val. Acc: 94.00% Epoch: 792 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.124 | Train Acc: 97.35% Val. Loss: 0.166 | Val. Acc: 94.00% Epoch: 793 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.124 | Train Acc: 97.35% Val. Loss: 0.166 | Val. Acc: 94.00% Epoch: 794 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.124 | Train Acc: 97.35% Val. Loss: 0.166 | Val. Acc: 94.00% Epoch: 795 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.124 | Train Acc: 97.35% Val. Loss: 0.165 | Val. Acc: 94.00% Epoch: 796 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.124 | Train Acc: 97.35% Val. Loss: 0.165 | Val. Acc: 94.00% Epoch: 797 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.124 | Train Acc: 97.35% Val. Loss: 0.165 | Val. Acc: 94.00% Epoch: 798 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.123 | Train Acc: 97.35% Val. Loss: 0.165 | Val. Acc: 94.00% Epoch: 799 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.123 | Train Acc: 97.35% Val. Loss: 0.165 | Val. Acc: 94.00% Epoch: 800 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.123 | Train Acc: 97.35% Val. Loss: 0.165 | Val. Acc: 94.00% Epoch: 801 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.123 | Train Acc: 97.35% Val. Loss: 0.165 | Val. Acc: 94.00% Epoch: 802 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.123 | Train Acc: 97.35% Val. Loss: 0.165 | Val. Acc: 94.00% Epoch: 803 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.123 | Train Acc: 97.35% Val. Loss: 0.165 | Val. Acc: 94.00% Epoch: 804 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.123 | Train Acc: 97.35% Val. Loss: 0.165 | Val. Acc: 94.00% Epoch: 805 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.123 | Train Acc: 97.35% Val. Loss: 0.165 | Val. Acc: 94.00% Epoch: 806 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.122 | Train Acc: 97.35% Val. Loss: 0.165 | Val. Acc: 94.00% Epoch: 807 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.122 | Train Acc: 97.35% Val. Loss: 0.165 | Val. Acc: 94.00% Epoch: 808 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.122 | Train Acc: 97.35% Val. Loss: 0.165 | Val. Acc: 94.00% Epoch: 809 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.122 | Train Acc: 97.35% Val. Loss: 0.165 | Val. Acc: 94.00% Epoch: 810 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.122 | Train Acc: 97.35% Val. Loss: 0.165 | Val. Acc: 94.00% Epoch: 811 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.122 | Train Acc: 97.35% Val. Loss: 0.165 | Val. Acc: 94.00% Epoch: 812 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.122 | Train Acc: 97.35% Val. Loss: 0.165 | Val. Acc: 94.00% Epoch: 813 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.121 | Train Acc: 97.35% Val. Loss: 0.165 | Val. Acc: 94.00% Epoch: 814 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.121 | Train Acc: 97.35% Val. Loss: 0.164 | Val. Acc: 94.00% Epoch: 815 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.121 | Train Acc: 97.35% Val. Loss: 0.164 | Val. Acc: 94.00% Epoch: 816 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.121 | Train Acc: 97.35% Val. Loss: 0.164 | Val. Acc: 94.00% Epoch: 817 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.121 | Train Acc: 97.35% Val. Loss: 0.164 | Val. Acc: 94.00% Epoch: 818 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.121 | Train Acc: 97.35% Val. Loss: 0.164 | Val. Acc: 94.00% Epoch: 819 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.121 | Train Acc: 97.35% Val. Loss: 0.164 | Val. Acc: 94.00% Epoch: 820 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.121 | Train Acc: 97.35% Val. Loss: 0.164 | Val. Acc: 94.00% Epoch: 821 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.120 | Train Acc: 97.35% Val. Loss: 0.164 | Val. Acc: 94.00% Epoch: 822 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.120 | Train Acc: 97.35% Val. Loss: 0.164 | Val. Acc: 94.00% Epoch: 823 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.120 | Train Acc: 97.35% Val. Loss: 0.164 | Val. Acc: 94.00% Epoch: 824 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.120 | Train Acc: 97.35% Val. Loss: 0.164 | Val. Acc: 94.00% Epoch: 825 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.120 | Train Acc: 97.35% Val. Loss: 0.164 | Val. Acc: 94.00% Epoch: 826 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.120 | Train Acc: 97.35% Val. Loss: 0.164 | Val. Acc: 94.00% Epoch: 827 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.120 | Train Acc: 97.35% Val. Loss: 0.164 | Val. Acc: 94.00% Epoch: 828 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.120 | Train Acc: 97.35% Val. Loss: 0.164 | Val. Acc: 94.00% Epoch: 829 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.119 | Train Acc: 97.35% Val. Loss: 0.164 | Val. Acc: 94.00% Epoch: 830 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.119 | Train Acc: 97.35% Val. Loss: 0.164 | Val. Acc: 94.00% Epoch: 831 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.119 | Train Acc: 97.35% Val. Loss: 0.164 | Val. Acc: 94.00% Epoch: 832 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.119 | Train Acc: 97.35% Val. Loss: 0.164 | Val. Acc: 94.00% Epoch: 833 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.119 | Train Acc: 97.35% Val. Loss: 0.163 | Val. Acc: 94.00% Epoch: 834 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.119 | Train Acc: 97.35% Val. Loss: 0.163 | Val. Acc: 94.00% Epoch: 835 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.119 | Train Acc: 97.35% Val. Loss: 0.163 | Val. Acc: 94.00% Epoch: 836 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.119 | Train Acc: 97.35% Val. Loss: 0.163 | Val. Acc: 94.00% Epoch: 837 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.118 | Train Acc: 97.35% Val. Loss: 0.163 | Val. Acc: 94.00% Epoch: 838 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.118 | Train Acc: 97.35% Val. Loss: 0.163 | Val. Acc: 94.00% Epoch: 839 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.118 | Train Acc: 97.35% Val. Loss: 0.163 | Val. Acc: 94.00% Epoch: 840 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.118 | Train Acc: 97.35% Val. Loss: 0.163 | Val. Acc: 94.00% Epoch: 841 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.118 | Train Acc: 97.35% Val. Loss: 0.163 | Val. Acc: 94.00% Epoch: 842 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.118 | Train Acc: 97.35% Val. Loss: 0.163 | Val. Acc: 94.00% Epoch: 843 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.118 | Train Acc: 97.35% Val. Loss: 0.163 | Val. Acc: 94.00% Epoch: 844 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.118 | Train Acc: 97.35% Val. Loss: 0.163 | Val. Acc: 94.00% Epoch: 845 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.118 | Train Acc: 97.35% Val. Loss: 0.163 | Val. Acc: 94.00% Epoch: 846 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.117 | Train Acc: 97.35% Val. Loss: 0.163 | Val. Acc: 94.00% Epoch: 847 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.117 | Train Acc: 97.35% Val. Loss: 0.163 | Val. Acc: 94.00% Epoch: 848 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.117 | Train Acc: 97.35% Val. Loss: 0.163 | Val. Acc: 94.00% Epoch: 849 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.117 | Train Acc: 97.35% Val. Loss: 0.163 | Val. Acc: 94.00% Epoch: 850 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.117 | Train Acc: 97.35% Val. Loss: 0.163 | Val. Acc: 94.00% Epoch: 851 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.117 | Train Acc: 97.35% Val. Loss: 0.163 | Val. Acc: 94.00% Epoch: 852 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.117 | Train Acc: 97.35% Val. Loss: 0.162 | Val. Acc: 94.00% Epoch: 853 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.117 | Train Acc: 97.35% Val. Loss: 0.162 | Val. Acc: 94.00% Epoch: 854 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.116 | Train Acc: 97.35% Val. Loss: 0.162 | Val. Acc: 94.00% Epoch: 855 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.116 | Train Acc: 97.35% Val. Loss: 0.162 | Val. Acc: 94.00% Epoch: 856 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.116 | Train Acc: 97.35% Val. Loss: 0.162 | Val. Acc: 94.00% Epoch: 857 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.116 | Train Acc: 97.35% Val. Loss: 0.162 | Val. Acc: 94.00% Epoch: 858 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.116 | Train Acc: 97.35% Val. Loss: 0.162 | Val. Acc: 94.00% Epoch: 859 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.116 | Train Acc: 97.35% Val. Loss: 0.162 | Val. Acc: 94.00% Epoch: 860 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.116 | Train Acc: 97.35% Val. Loss: 0.162 | Val. Acc: 94.00% Epoch: 861 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.116 | Train Acc: 97.35% Val. Loss: 0.162 | Val. Acc: 94.00% Epoch: 862 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.115 | Train Acc: 97.35% Val. Loss: 0.162 | Val. Acc: 94.00% Epoch: 863 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.115 | Train Acc: 97.35% Val. Loss: 0.162 | Val. Acc: 94.00% Epoch: 864 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.115 | Train Acc: 97.35% Val. Loss: 0.162 | Val. Acc: 94.00% Epoch: 865 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.115 | Train Acc: 97.35% Val. Loss: 0.162 | Val. Acc: 94.00% Epoch: 866 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.115 | Train Acc: 97.35% Val. Loss: 0.162 | Val. Acc: 94.00% Epoch: 867 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.115 | Train Acc: 97.35% Val. Loss: 0.162 | Val. Acc: 94.00% Epoch: 868 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.115 | Train Acc: 97.35% Val. Loss: 0.162 | Val. Acc: 94.00% Epoch: 869 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.115 | Train Acc: 97.35% Val. Loss: 0.162 | Val. Acc: 94.00% Epoch: 870 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.115 | Train Acc: 97.35% Val. Loss: 0.162 | Val. Acc: 94.00% Epoch: 871 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.114 | Train Acc: 97.35% Val. Loss: 0.162 | Val. Acc: 94.00% Epoch: 872 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.114 | Train Acc: 97.35% Val. Loss: 0.161 | Val. Acc: 94.00% Epoch: 873 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.114 | Train Acc: 97.35% Val. Loss: 0.161 | Val. Acc: 94.00% Epoch: 874 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.114 | Train Acc: 97.35% Val. Loss: 0.161 | Val. Acc: 94.00% Epoch: 875 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.114 | Train Acc: 97.35% Val. Loss: 0.161 | Val. Acc: 94.00% Epoch: 876 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.114 | Train Acc: 97.35% Val. Loss: 0.161 | Val. Acc: 94.00% Epoch: 877 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.114 | Train Acc: 97.35% Val. Loss: 0.161 | Val. Acc: 94.00% Epoch: 878 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.114 | Train Acc: 97.35% Val. Loss: 0.161 | Val. Acc: 94.00% Epoch: 879 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.114 | Train Acc: 97.35% Val. Loss: 0.161 | Val. Acc: 94.00% Epoch: 880 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.113 | Train Acc: 97.35% Val. Loss: 0.161 | Val. Acc: 94.00% Epoch: 881 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.113 | Train Acc: 97.35% Val. Loss: 0.161 | Val. Acc: 94.00% Epoch: 882 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.113 | Train Acc: 97.35% Val. Loss: 0.161 | Val. Acc: 94.00% Epoch: 883 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.113 | Train Acc: 97.35% Val. Loss: 0.161 | Val. Acc: 94.00% Epoch: 884 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.113 | Train Acc: 97.35% Val. Loss: 0.161 | Val. Acc: 94.00% Epoch: 885 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.113 | Train Acc: 97.35% Val. Loss: 0.161 | Val. Acc: 94.00% Epoch: 886 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.113 | Train Acc: 97.35% Val. Loss: 0.161 | Val. Acc: 94.00% Epoch: 887 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.113 | Train Acc: 97.35% Val. Loss: 0.161 | Val. Acc: 94.00% Epoch: 888 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.113 | Train Acc: 97.35% Val. Loss: 0.161 | Val. Acc: 94.00% Epoch: 889 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.112 | Train Acc: 97.35% Val. Loss: 0.161 | Val. Acc: 94.00% Epoch: 890 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.112 | Train Acc: 97.35% Val. Loss: 0.161 | Val. Acc: 94.00% Epoch: 891 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.112 | Train Acc: 97.35% Val. Loss: 0.161 | Val. Acc: 94.00% Epoch: 892 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.112 | Train Acc: 97.35% Val. Loss: 0.160 | Val. Acc: 94.00% Epoch: 893 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.112 | Train Acc: 97.35% Val. Loss: 0.160 | Val. Acc: 94.00% Epoch: 894 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.112 | Train Acc: 97.35% Val. Loss: 0.160 | Val. Acc: 94.00% Epoch: 895 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.112 | Train Acc: 97.35% Val. Loss: 0.160 | Val. Acc: 94.00% Epoch: 896 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.112 | Train Acc: 97.35% Val. Loss: 0.160 | Val. Acc: 94.00% Epoch: 897 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.112 | Train Acc: 97.35% Val. Loss: 0.160 | Val. Acc: 94.00% Epoch: 898 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.111 | Train Acc: 97.35% Val. Loss: 0.160 | Val. Acc: 94.00% Epoch: 899 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.111 | Train Acc: 97.35% Val. Loss: 0.160 | Val. Acc: 94.00% Epoch: 900 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.111 | Train Acc: 97.35% Val. Loss: 0.160 | Val. Acc: 94.00% Epoch: 901 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.111 | Train Acc: 97.35% Val. Loss: 0.160 | Val. Acc: 94.00% Epoch: 902 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.111 | Train Acc: 97.35% Val. Loss: 0.160 | Val. Acc: 94.00% Epoch: 903 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.111 | Train Acc: 97.35% Val. Loss: 0.160 | Val. Acc: 94.00% Epoch: 904 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.111 | Train Acc: 97.35% Val. Loss: 0.160 | Val. Acc: 94.00% Epoch: 905 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.111 | Train Acc: 97.35% Val. Loss: 0.160 | Val. Acc: 94.00% Epoch: 906 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.111 | Train Acc: 97.35% Val. Loss: 0.160 | Val. Acc: 94.00% Epoch: 907 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.110 | Train Acc: 97.35% Val. Loss: 0.160 | Val. Acc: 94.00% Epoch: 908 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.110 | Train Acc: 97.65% Val. Loss: 0.160 | Val. Acc: 94.00% Epoch: 909 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.110 | Train Acc: 97.65% Val. Loss: 0.160 | Val. Acc: 94.00% Epoch: 910 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.110 | Train Acc: 97.65% Val. Loss: 0.160 | Val. Acc: 94.00% Epoch: 911 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.110 | Train Acc: 97.65% Val. Loss: 0.159 | Val. Acc: 94.00% Epoch: 912 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.110 | Train Acc: 97.65% Val. Loss: 0.159 | Val. Acc: 94.00% Epoch: 913 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.110 | Train Acc: 97.65% Val. Loss: 0.159 | Val. Acc: 94.00% Epoch: 914 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.110 | Train Acc: 97.65% Val. Loss: 0.159 | Val. Acc: 94.00% Epoch: 915 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.110 | Train Acc: 97.65% Val. Loss: 0.159 | Val. Acc: 94.00% Epoch: 916 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.109 | Train Acc: 97.65% Val. Loss: 0.159 | Val. Acc: 94.00% Epoch: 917 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.109 | Train Acc: 97.65% Val. Loss: 0.159 | Val. Acc: 94.00% Epoch: 918 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.109 | Train Acc: 97.65% Val. Loss: 0.159 | Val. Acc: 94.00% Epoch: 919 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.109 | Train Acc: 97.65% Val. Loss: 0.159 | Val. Acc: 94.00% Epoch: 920 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.109 | Train Acc: 97.65% Val. Loss: 0.159 | Val. Acc: 94.00% Epoch: 921 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.109 | Train Acc: 97.65% Val. Loss: 0.159 | Val. Acc: 94.00% Epoch: 922 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.109 | Train Acc: 97.65% Val. Loss: 0.159 | Val. Acc: 94.00% Epoch: 923 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.109 | Train Acc: 97.65% Val. Loss: 0.159 | Val. Acc: 94.00% Epoch: 924 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.109 | Train Acc: 97.65% Val. Loss: 0.159 | Val. Acc: 94.00% Epoch: 925 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.109 | Train Acc: 97.65% Val. Loss: 0.159 | Val. Acc: 94.00% Epoch: 926 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.108 | Train Acc: 97.65% Val. Loss: 0.159 | Val. Acc: 94.00% Epoch: 927 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.108 | Train Acc: 97.65% Val. Loss: 0.159 | Val. Acc: 94.00% Epoch: 928 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.108 | Train Acc: 97.65% Val. Loss: 0.159 | Val. Acc: 94.00% Epoch: 929 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.108 | Train Acc: 97.65% Val. Loss: 0.159 | Val. Acc: 94.00% Epoch: 930 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.108 | Train Acc: 97.65% Val. Loss: 0.158 | Val. Acc: 94.00% Epoch: 931 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.108 | Train Acc: 97.65% Val. Loss: 0.158 | Val. Acc: 94.00% Epoch: 932 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.108 | Train Acc: 97.65% Val. Loss: 0.158 | Val. Acc: 94.00% Epoch: 933 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.108 | Train Acc: 97.65% Val. Loss: 0.158 | Val. Acc: 94.00% Epoch: 934 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.108 | Train Acc: 97.65% Val. Loss: 0.158 | Val. Acc: 94.00% Epoch: 935 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.107 | Train Acc: 97.65% Val. Loss: 0.158 | Val. Acc: 94.00% Epoch: 936 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.107 | Train Acc: 97.65% Val. Loss: 0.158 | Val. Acc: 94.00% Epoch: 937 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.107 | Train Acc: 97.65% Val. Loss: 0.158 | Val. Acc: 94.00% Epoch: 938 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.107 | Train Acc: 97.65% Val. Loss: 0.158 | Val. Acc: 94.00% Epoch: 939 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.107 | Train Acc: 97.65% Val. Loss: 0.158 | Val. Acc: 94.00% Epoch: 940 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.107 | Train Acc: 97.65% Val. Loss: 0.158 | Val. Acc: 94.00% Epoch: 941 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.107 | Train Acc: 97.65% Val. Loss: 0.158 | Val. Acc: 94.00% Epoch: 942 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.107 | Train Acc: 97.65% Val. Loss: 0.158 | Val. Acc: 94.00% Epoch: 943 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.107 | Train Acc: 97.65% Val. Loss: 0.158 | Val. Acc: 94.00% Epoch: 944 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.106 | Train Acc: 97.65% Val. Loss: 0.158 | Val. Acc: 94.00% Epoch: 945 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.106 | Train Acc: 97.65% Val. Loss: 0.158 | Val. Acc: 94.00% Epoch: 946 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.106 | Train Acc: 97.65% Val. Loss: 0.158 | Val. Acc: 94.00% Epoch: 947 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.106 | Train Acc: 97.65% Val. Loss: 0.158 | Val. Acc: 94.00% Epoch: 948 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.106 | Train Acc: 97.65% Val. Loss: 0.158 | Val. Acc: 94.00% Epoch: 949 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.106 | Train Acc: 97.65% Val. Loss: 0.157 | Val. Acc: 94.00% Epoch: 950 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.106 | Train Acc: 97.65% Val. Loss: 0.157 | Val. Acc: 94.00% Epoch: 951 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.106 | Train Acc: 97.65% Val. Loss: 0.157 | Val. Acc: 94.00% Epoch: 952 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.106 | Train Acc: 97.65% Val. Loss: 0.157 | Val. Acc: 94.00% Epoch: 953 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.106 | Train Acc: 97.65% Val. Loss: 0.157 | Val. Acc: 94.00% Epoch: 954 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.105 | Train Acc: 97.65% Val. Loss: 0.157 | Val. Acc: 94.00% Epoch: 955 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.105 | Train Acc: 97.65% Val. Loss: 0.157 | Val. Acc: 94.00% Epoch: 956 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.105 | Train Acc: 97.65% Val. Loss: 0.157 | Val. Acc: 94.00% Epoch: 957 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.105 | Train Acc: 97.65% Val. Loss: 0.157 | Val. Acc: 94.00% Epoch: 958 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.105 | Train Acc: 97.65% Val. Loss: 0.157 | Val. Acc: 94.00% Epoch: 959 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.105 | Train Acc: 97.65% Val. Loss: 0.157 | Val. Acc: 94.00% Epoch: 960 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.105 | Train Acc: 97.65% Val. Loss: 0.157 | Val. Acc: 94.00% Epoch: 961 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.105 | Train Acc: 97.65% Val. Loss: 0.157 | Val. Acc: 94.00% Epoch: 962 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.105 | Train Acc: 97.65% Val. Loss: 0.157 | Val. Acc: 94.00% Epoch: 963 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.105 | Train Acc: 97.65% Val. Loss: 0.157 | Val. Acc: 94.00% Epoch: 964 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.104 | Train Acc: 97.65% Val. Loss: 0.157 | Val. Acc: 94.00% Epoch: 965 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.104 | Train Acc: 97.65% Val. Loss: 0.157 | Val. Acc: 94.00% Epoch: 966 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.104 | Train Acc: 97.65% Val. Loss: 0.157 | Val. Acc: 94.00% Epoch: 967 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.104 | Train Acc: 97.65% Val. Loss: 0.156 | Val. Acc: 94.00% Epoch: 968 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.104 | Train Acc: 97.65% Val. Loss: 0.156 | Val. Acc: 94.00% Epoch: 969 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.104 | Train Acc: 97.65% Val. Loss: 0.156 | Val. Acc: 94.00% Epoch: 970 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.104 | Train Acc: 97.65% Val. Loss: 0.156 | Val. Acc: 94.00% Epoch: 971 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.104 | Train Acc: 97.65% Val. Loss: 0.156 | Val. Acc: 94.00% Epoch: 972 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.104 | Train Acc: 97.65% Val. Loss: 0.156 | Val. Acc: 94.00% Epoch: 973 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.104 | Train Acc: 97.65% Val. Loss: 0.156 | Val. Acc: 94.00% Epoch: 974 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.103 | Train Acc: 97.65% Val. Loss: 0.156 | Val. Acc: 94.00% Epoch: 975 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.103 | Train Acc: 97.65% Val. Loss: 0.156 | Val. Acc: 94.00% Epoch: 976 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.103 | Train Acc: 97.65% Val. Loss: 0.156 | Val. Acc: 94.00% Epoch: 977 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.103 | Train Acc: 97.65% Val. Loss: 0.156 | Val. Acc: 94.00% Epoch: 978 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.103 | Train Acc: 97.65% Val. Loss: 0.156 | Val. Acc: 94.00% Epoch: 979 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.103 | Train Acc: 97.65% Val. Loss: 0.156 | Val. Acc: 94.00% Epoch: 980 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.103 | Train Acc: 97.65% Val. Loss: 0.156 | Val. Acc: 94.00% Epoch: 981 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.103 | Train Acc: 97.65% Val. Loss: 0.156 | Val. Acc: 94.00% Epoch: 982 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.103 | Train Acc: 97.65% Val. Loss: 0.156 | Val. Acc: 94.00% Epoch: 983 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.103 | Train Acc: 97.65% Val. Loss: 0.156 | Val. Acc: 94.00% Epoch: 984 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.102 | Train Acc: 97.65% Val. Loss: 0.156 | Val. Acc: 94.00% Epoch: 985 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.102 | Train Acc: 97.65% Val. Loss: 0.155 | Val. Acc: 94.00% Epoch: 986 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.102 | Train Acc: 97.65% Val. Loss: 0.155 | Val. Acc: 94.00% Epoch: 987 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.102 | Train Acc: 97.65% Val. Loss: 0.155 | Val. Acc: 94.00% Epoch: 988 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.102 | Train Acc: 97.65% Val. Loss: 0.155 | Val. Acc: 94.00% Epoch: 989 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.102 | Train Acc: 97.65% Val. Loss: 0.155 | Val. Acc: 94.00% Epoch: 990 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.102 | Train Acc: 97.65% Val. Loss: 0.155 | Val. Acc: 94.00% Epoch: 991 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.102 | Train Acc: 97.65% Val. Loss: 0.155 | Val. Acc: 94.00% Epoch: 992 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.102 | Train Acc: 97.65% Val. Loss: 0.155 | Val. Acc: 94.00% Epoch: 993 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.102 | Train Acc: 97.65% Val. Loss: 0.155 | Val. Acc: 94.00% Epoch: 994 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.101 | Train Acc: 97.65% Val. Loss: 0.155 | Val. Acc: 94.00% Epoch: 995 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.101 | Train Acc: 97.65% Val. Loss: 0.155 | Val. Acc: 94.00% Epoch: 996 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.101 | Train Acc: 97.65% Val. Loss: 0.155 | Val. Acc: 94.00% Epoch: 997 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.101 | Train Acc: 97.65% Val. Loss: 0.155 | Val. Acc: 94.00% Epoch: 998 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.101 | Train Acc: 97.65% Val. Loss: 0.155 | Val. Acc: 94.00% Epoch: 999 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.101 | Train Acc: 97.65% Val. Loss: 0.155 | Val. Acc: 94.00% Epoch: 1000 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.101 | Train Acc: 97.65% Val. Loss: 0.155 | Val. Acc: 94.00%
Test Loss: 0.137 | Test Acc: 96.67%
precision recall f1-score support
0 0.95 0.95 0.95 41
1 0.97 0.97 0.97 63
accuracy 0.96 104
macro avg 0.96 0.96 0.96 104
weighted avg 0.96 0.96 0.96 104
Tiempo total de entrenamiento: 0 mins, 36 segundos
Intenta cambiar el tamaño de los mini-batches. Como casos extremos usa m=1 (mini-batches de tamaño 1) y m=n(1 solo mini-batch con todos los datos). Qué resultados obtienes? Discute los resultados. (Hay que explicar el fenómeno observado, dando su opinión de porqué sucede).
Graficar la función de loss con respecto a las épocas y comparar con la función de loss de la Parte 1.
Se procede a entrenar redes con tamaños de mini-batches iguales a 1, 10, 50 y len(dataset).
model2 = MLP(INPUT_DIM, OUTPUT_DIM)
model2, res2 = entrenar_red("Modelo2",model2, lr, n_epocas,shuffle = False, MINI_BATCH = 1)
Se entrena en: cpu Epoch: 01 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.294 | Train Acc: 56.02% Val. Loss: 3.966 | Val. Acc: 56.63% Epoch: 02 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.829 | Train Acc: 62.95% Val. Loss: 1.670 | Val. Acc: 56.63% Epoch: 03 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.026 | Train Acc: 62.95% Val. Loss: 0.865 | Val. Acc: 56.63% Epoch: 04 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.703 | Train Acc: 62.95% Val. Loss: 0.714 | Val. Acc: 56.63% Epoch: 05 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.634 | Train Acc: 64.46% Val. Loss: 0.653 | Val. Acc: 56.63% Epoch: 06 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.598 | Train Acc: 65.66% Val. Loss: 0.611 | Val. Acc: 56.63% Epoch: 07 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.568 | Train Acc: 66.27% Val. Loss: 0.575 | Val. Acc: 56.63% Epoch: 08 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.540 | Train Acc: 68.67% Val. Loss: 0.538 | Val. Acc: 74.70% Epoch: 09 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.508 | Train Acc: 75.30% Val. Loss: 0.499 | Val. Acc: 81.93% Epoch: 10 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.474 | Train Acc: 79.52% Val. Loss: 0.457 | Val. Acc: 86.75% Epoch: 11 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.437 | Train Acc: 82.83% Val. Loss: 0.414 | Val. Acc: 86.75% Epoch: 12 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.400 | Train Acc: 85.24% Val. Loss: 0.372 | Val. Acc: 90.36% Epoch: 13 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.364 | Train Acc: 87.35% Val. Loss: 0.335 | Val. Acc: 92.77% Epoch: 14 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.332 | Train Acc: 89.76% Val. Loss: 0.304 | Val. Acc: 92.77% Epoch: 15 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.304 | Train Acc: 90.36% Val. Loss: 0.279 | Val. Acc: 92.77% Epoch: 16 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.281 | Train Acc: 90.96% Val. Loss: 0.259 | Val. Acc: 91.57% Epoch: 17 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.262 | Train Acc: 91.87% Val. Loss: 0.244 | Val. Acc: 91.57% Epoch: 18 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.247 | Train Acc: 91.87% Val. Loss: 0.233 | Val. Acc: 91.57% Epoch: 19 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.234 | Train Acc: 91.87% Val. Loss: 0.224 | Val. Acc: 92.77% Epoch: 20 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.223 | Train Acc: 91.87% Val. Loss: 0.218 | Val. Acc: 92.77% Epoch: 21 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.214 | Train Acc: 91.87% Val. Loss: 0.213 | Val. Acc: 92.77% Epoch: 22 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.206 | Train Acc: 93.07% Val. Loss: 0.209 | Val. Acc: 92.77% Epoch: 23 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.199 | Train Acc: 93.07% Val. Loss: 0.207 | Val. Acc: 92.77% Epoch: 24 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.193 | Train Acc: 93.37% Val. Loss: 0.204 | Val. Acc: 92.77% Epoch: 25 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.187 | Train Acc: 93.37% Val. Loss: 0.203 | Val. Acc: 93.98% Epoch: 26 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.181 | Train Acc: 93.07% Val. Loss: 0.201 | Val. Acc: 93.98% Epoch: 27 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.177 | Train Acc: 93.07% Val. Loss: 0.200 | Val. Acc: 93.98% Epoch: 28 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.172 | Train Acc: 93.37% Val. Loss: 0.199 | Val. Acc: 93.98% Epoch: 29 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.168 | Train Acc: 93.98% Val. Loss: 0.199 | Val. Acc: 93.98% Epoch: 30 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.164 | Train Acc: 93.98% Val. Loss: 0.199 | Val. Acc: 92.77% Epoch: 31 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.161 | Train Acc: 94.28% Val. Loss: 0.198 | Val. Acc: 92.77% Epoch: 32 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.158 | Train Acc: 94.28% Val. Loss: 0.198 | Val. Acc: 92.77% Epoch: 33 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.154 | Train Acc: 94.88% Val. Loss: 0.198 | Val. Acc: 92.77% Epoch: 34 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.152 | Train Acc: 94.88% Val. Loss: 0.198 | Val. Acc: 92.77% Epoch: 35 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.149 | Train Acc: 94.88% Val. Loss: 0.198 | Val. Acc: 92.77% Epoch: 36 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.146 | Train Acc: 94.88% Val. Loss: 0.198 | Val. Acc: 92.77% Epoch: 37 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.144 | Train Acc: 95.18% Val. Loss: 0.198 | Val. Acc: 92.77% Epoch: 38 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.141 | Train Acc: 95.48% Val. Loss: 0.198 | Val. Acc: 92.77% Epoch: 39 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.139 | Train Acc: 95.48% Val. Loss: 0.198 | Val. Acc: 92.77% Epoch: 40 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.137 | Train Acc: 95.48% Val. Loss: 0.198 | Val. Acc: 92.77% Epoch: 41 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.135 | Train Acc: 95.78% Val. Loss: 0.197 | Val. Acc: 92.77% Epoch: 42 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.133 | Train Acc: 96.08% Val. Loss: 0.197 | Val. Acc: 92.77% Epoch: 43 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.131 | Train Acc: 96.08% Val. Loss: 0.197 | Val. Acc: 92.77% Epoch: 44 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.129 | Train Acc: 96.08% Val. Loss: 0.197 | Val. Acc: 92.77% Epoch: 45 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.127 | Train Acc: 96.08% Val. Loss: 0.197 | Val. Acc: 92.77% Epoch: 46 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.125 | Train Acc: 96.08% Val. Loss: 0.196 | Val. Acc: 92.77% Epoch: 47 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.123 | Train Acc: 96.08% Val. Loss: 0.196 | Val. Acc: 92.77% Epoch: 48 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.121 | Train Acc: 96.08% Val. Loss: 0.195 | Val. Acc: 92.77% Epoch: 49 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.120 | Train Acc: 96.08% Val. Loss: 0.195 | Val. Acc: 92.77% Epoch: 50 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.118 | Train Acc: 96.08% Val. Loss: 0.195 | Val. Acc: 92.77% Epoch: 51 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.116 | Train Acc: 96.08% Val. Loss: 0.194 | Val. Acc: 92.77% Epoch: 52 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.114 | Train Acc: 96.08% Val. Loss: 0.194 | Val. Acc: 92.77% Epoch: 53 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.113 | Train Acc: 96.08% Val. Loss: 0.193 | Val. Acc: 92.77% Epoch: 54 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.111 | Train Acc: 96.39% Val. Loss: 0.192 | Val. Acc: 92.77% Epoch: 55 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.109 | Train Acc: 96.39% Val. Loss: 0.192 | Val. Acc: 92.77% Epoch: 56 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.107 | Train Acc: 96.69% Val. Loss: 0.191 | Val. Acc: 92.77% Epoch: 57 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.106 | Train Acc: 96.69% Val. Loss: 0.190 | Val. Acc: 92.77% Epoch: 58 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.104 | Train Acc: 96.69% Val. Loss: 0.189 | Val. Acc: 92.77% Epoch: 59 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.102 | Train Acc: 96.69% Val. Loss: 0.188 | Val. Acc: 92.77% Epoch: 60 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.101 | Train Acc: 96.69% Val. Loss: 0.187 | Val. Acc: 92.77% Epoch: 61 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.099 | Train Acc: 96.99% Val. Loss: 0.187 | Val. Acc: 93.98% Epoch: 62 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.097 | Train Acc: 97.29% Val. Loss: 0.186 | Val. Acc: 93.98% Epoch: 63 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.096 | Train Acc: 97.29% Val. Loss: 0.185 | Val. Acc: 93.98% Epoch: 64 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.094 | Train Acc: 97.29% Val. Loss: 0.184 | Val. Acc: 93.98% Epoch: 65 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.092 | Train Acc: 97.29% Val. Loss: 0.183 | Val. Acc: 93.98% Epoch: 66 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.091 | Train Acc: 97.59% Val. Loss: 0.182 | Val. Acc: 93.98% Epoch: 67 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.089 | Train Acc: 97.59% Val. Loss: 0.181 | Val. Acc: 93.98% Epoch: 68 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.087 | Train Acc: 97.59% Val. Loss: 0.179 | Val. Acc: 93.98% Epoch: 69 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.086 | Train Acc: 97.59% Val. Loss: 0.178 | Val. Acc: 93.98% Epoch: 70 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.084 | Train Acc: 97.59% Val. Loss: 0.177 | Val. Acc: 93.98% Epoch: 71 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.082 | Train Acc: 97.59% Val. Loss: 0.176 | Val. Acc: 93.98% Epoch: 72 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.081 | Train Acc: 97.59% Val. Loss: 0.175 | Val. Acc: 93.98% Epoch: 73 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.079 | Train Acc: 97.59% Val. Loss: 0.174 | Val. Acc: 93.98% Epoch: 74 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.077 | Train Acc: 97.59% Val. Loss: 0.172 | Val. Acc: 93.98% Epoch: 75 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.076 | Train Acc: 97.59% Val. Loss: 0.171 | Val. Acc: 93.98% Epoch: 76 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.074 | Train Acc: 97.59% Val. Loss: 0.170 | Val. Acc: 93.98% Epoch: 77 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.072 | Train Acc: 97.59% Val. Loss: 0.168 | Val. Acc: 93.98% Epoch: 78 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.071 | Train Acc: 97.89% Val. Loss: 0.167 | Val. Acc: 93.98% Epoch: 79 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.069 | Train Acc: 97.89% Val. Loss: 0.166 | Val. Acc: 93.98% Epoch: 80 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.067 | Train Acc: 97.89% Val. Loss: 0.164 | Val. Acc: 93.98% Epoch: 81 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.066 | Train Acc: 98.19% Val. Loss: 0.163 | Val. Acc: 93.98% Epoch: 82 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.064 | Train Acc: 98.19% Val. Loss: 0.161 | Val. Acc: 93.98% Epoch: 83 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.062 | Train Acc: 98.19% Val. Loss: 0.160 | Val. Acc: 93.98% Epoch: 84 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.061 | Train Acc: 98.19% Val. Loss: 0.159 | Val. Acc: 93.98% Epoch: 85 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.059 | Train Acc: 98.19% Val. Loss: 0.157 | Val. Acc: 93.98% Epoch: 86 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.058 | Train Acc: 98.19% Val. Loss: 0.156 | Val. Acc: 93.98% Epoch: 87 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.056 | Train Acc: 98.19% Val. Loss: 0.154 | Val. Acc: 93.98% Epoch: 88 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.055 | Train Acc: 98.19% Val. Loss: 0.153 | Val. Acc: 93.98% Epoch: 89 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.053 | Train Acc: 98.19% Val. Loss: 0.152 | Val. Acc: 93.98% Epoch: 90 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.052 | Train Acc: 98.19% Val. Loss: 0.150 | Val. Acc: 93.98% Epoch: 91 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.050 | Train Acc: 98.19% Val. Loss: 0.149 | Val. Acc: 93.98% Epoch: 92 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.049 | Train Acc: 98.49% Val. Loss: 0.148 | Val. Acc: 93.98% Epoch: 93 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.048 | Train Acc: 98.49% Val. Loss: 0.147 | Val. Acc: 93.98% Epoch: 94 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.046 | Train Acc: 98.80% Val. Loss: 0.145 | Val. Acc: 93.98% Epoch: 95 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.045 | Train Acc: 98.80% Val. Loss: 0.144 | Val. Acc: 93.98% Epoch: 96 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.044 | Train Acc: 98.80% Val. Loss: 0.143 | Val. Acc: 93.98% Epoch: 97 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.043 | Train Acc: 98.80% Val. Loss: 0.142 | Val. Acc: 93.98% Epoch: 98 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.041 | Train Acc: 98.80% Val. Loss: 0.142 | Val. Acc: 93.98% Epoch: 99 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.040 | Train Acc: 98.49% Val. Loss: 0.141 | Val. Acc: 93.98% Epoch: 100 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.039 | Train Acc: 98.80% Val. Loss: 0.140 | Val. Acc: 95.18% Epoch: 101 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.038 | Train Acc: 99.10% Val. Loss: 0.140 | Val. Acc: 95.18% Epoch: 102 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.037 | Train Acc: 99.10% Val. Loss: 0.139 | Val. Acc: 95.18% Epoch: 103 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.036 | Train Acc: 99.10% Val. Loss: 0.139 | Val. Acc: 95.18% Epoch: 104 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.035 | Train Acc: 99.10% Val. Loss: 0.138 | Val. Acc: 95.18% Epoch: 105 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.035 | Train Acc: 99.10% Val. Loss: 0.138 | Val. Acc: 95.18% Epoch: 106 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.034 | Train Acc: 99.40% Val. Loss: 0.137 | Val. Acc: 95.18% Epoch: 107 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.033 | Train Acc: 99.40% Val. Loss: 0.137 | Val. Acc: 95.18% Epoch: 108 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.032 | Train Acc: 99.40% Val. Loss: 0.137 | Val. Acc: 95.18% Epoch: 109 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.031 | Train Acc: 99.40% Val. Loss: 0.137 | Val. Acc: 95.18% Epoch: 110 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.031 | Train Acc: 99.40% Val. Loss: 0.136 | Val. Acc: 95.18% Epoch: 111 | Epoch Time: 0m 0s | Early_Stopping: 1/5. Train Loss: 0.030 | Train Acc: 99.40% Val. Loss: 0.136 | Val. Acc: 95.18% Epoch: 112 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.029 | Train Acc: 99.40% Val. Loss: 0.136 | Val. Acc: 95.18% Epoch: 113 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.029 | Train Acc: 99.40% Val. Loss: 0.136 | Val. Acc: 95.18% Epoch: 114 | Epoch Time: 0m 0s | Early_Stopping: 1/5. Train Loss: 0.028 | Train Acc: 99.40% Val. Loss: 0.136 | Val. Acc: 95.18% Epoch: 115 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.028 | Train Acc: 99.40% Val. Loss: 0.136 | Val. Acc: 95.18% Epoch: 116 | Epoch Time: 0m 0s | Early_Stopping: 1/5. Train Loss: 0.027 | Train Acc: 99.40% Val. Loss: 0.136 | Val. Acc: 95.18% Epoch: 117 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.027 | Train Acc: 99.40% Val. Loss: 0.136 | Val. Acc: 95.18% Epoch: 118 | Epoch Time: 0m 0s | Early_Stopping: 1/5. Train Loss: 0.026 | Train Acc: 99.40% Val. Loss: 0.136 | Val. Acc: 95.18% Epoch: 119 | Epoch Time: 0m 0s | Early_Stopping: 2/5. Train Loss: 0.026 | Train Acc: 99.40% Val. Loss: 0.136 | Val. Acc: 95.18% Epoch: 120 | Epoch Time: 0m 0s | Early_Stopping: 3/5. Train Loss: 0.025 | Train Acc: 99.40% Val. Loss: 0.137 | Val. Acc: 95.18% Epoch: 121 | Epoch Time: 0m 0s | Early_Stopping: 4/5. Train Loss: 0.025 | Train Acc: 99.40% Val. Loss: 0.137 | Val. Acc: 95.18% Epoch: 122 | Epoch Time: 0m 0s | Early_Stopping: 5/5. Train Loss: 0.024 | Train Acc: 99.40% Val. Loss: 0.137 | Val. Acc: 95.18% Early stopping!
Test Loss: 0.209 | Test Acc: 97.12%
precision recall f1-score support
0 0.95 0.98 0.96 41
1 0.98 0.97 0.98 63
accuracy 0.97 104
macro avg 0.97 0.97 0.97 104
weighted avg 0.97 0.97 0.97 104
Tiempo total de entrenamiento: 0 mins, 54 segundos
Es posible ver que el resultado es un poco mejor (97.12% de accuracy en test) que lo que sucede en la parte 1, pero más lento, dado que que se pasan datos de a uno. Como se trabaja uno a uno, la función de perdidas decrece desde un principio y lo hace rápido, por ejemplo, en la época 100 ya se tiene muy buenas métricas. Esto es posible dado que la data es representativa y está bien ordenada, dado que si fuera de otra forma, no se lograría generalizar tan rápido sin hacer shuffle. Se activa el early stopping dado que se comienza a overfittear.
model3 = MLP(INPUT_DIM, OUTPUT_DIM)
model3, res3 = entrenar_red("Modelo3", model3, lr, n_epocas,shuffle = False, MINI_BATCH = 10)
Se entrena en: cpu Epoch: 01 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.532 | Val. Acc: 0.00% Epoch: 02 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.518 | Train Acc: 5.88% Val. Loss: 4.496 | Val. Acc: 15.56% Epoch: 03 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.477 | Train Acc: 46.18% Val. Loss: 4.458 | Val. Acc: 64.07% Epoch: 04 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.436 | Train Acc: 71.76% Val. Loss: 4.419 | Val. Acc: 67.41% Epoch: 05 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.392 | Train Acc: 66.18% Val. Loss: 4.378 | Val. Acc: 52.22% Epoch: 06 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.345 | Train Acc: 63.82% Val. Loss: 4.334 | Val. Acc: 52.22% Epoch: 07 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.295 | Train Acc: 63.82% Val. Loss: 4.287 | Val. Acc: 52.22% Epoch: 08 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.240 | Train Acc: 63.82% Val. Loss: 4.234 | Val. Acc: 52.22% Epoch: 09 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.179 | Train Acc: 63.82% Val. Loss: 4.176 | Val. Acc: 52.22% Epoch: 10 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.112 | Train Acc: 63.82% Val. Loss: 4.110 | Val. Acc: 52.22% Epoch: 11 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.034 | Train Acc: 63.82% Val. Loss: 4.035 | Val. Acc: 52.22% Epoch: 12 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.945 | Train Acc: 63.82% Val. Loss: 3.949 | Val. Acc: 52.22% Epoch: 13 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.840 | Train Acc: 63.82% Val. Loss: 3.846 | Val. Acc: 52.22% Epoch: 14 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.715 | Train Acc: 63.82% Val. Loss: 3.723 | Val. Acc: 52.22% Epoch: 15 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.564 | Train Acc: 63.82% Val. Loss: 3.573 | Val. Acc: 52.22% Epoch: 16 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.377 | Train Acc: 63.82% Val. Loss: 3.387 | Val. Acc: 52.22% Epoch: 17 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.145 | Train Acc: 63.82% Val. Loss: 3.157 | Val. Acc: 52.22% Epoch: 18 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.858 | Train Acc: 63.82% Val. Loss: 2.877 | Val. Acc: 52.22% Epoch: 19 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.518 | Train Acc: 63.82% Val. Loss: 2.558 | Val. Acc: 52.22% Epoch: 20 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.155 | Train Acc: 63.82% Val. Loss: 2.248 | Val. Acc: 52.22% Epoch: 21 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.833 | Train Acc: 63.82% Val. Loss: 2.000 | Val. Acc: 52.22% Epoch: 22 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.596 | Train Acc: 63.82% Val. Loss: 1.819 | Val. Acc: 52.22% Epoch: 23 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.431 | Train Acc: 63.82% Val. Loss: 1.680 | Val. Acc: 52.22% Epoch: 24 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.307 | Train Acc: 63.82% Val. Loss: 1.560 | Val. Acc: 52.22% Epoch: 25 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.203 | Train Acc: 63.82% Val. Loss: 1.449 | Val. Acc: 52.22% Epoch: 26 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.110 | Train Acc: 63.82% Val. Loss: 1.344 | Val. Acc: 52.22% Epoch: 27 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.027 | Train Acc: 63.82% Val. Loss: 1.246 | Val. Acc: 52.22% Epoch: 28 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.954 | Train Acc: 63.82% Val. Loss: 1.158 | Val. Acc: 52.22% Epoch: 29 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.892 | Train Acc: 63.82% Val. Loss: 1.083 | Val. Acc: 52.22% Epoch: 30 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.841 | Train Acc: 63.82% Val. Loss: 1.021 | Val. Acc: 52.22% Epoch: 31 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.801 | Train Acc: 63.82% Val. Loss: 0.970 | Val. Acc: 52.22% Epoch: 32 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.769 | Train Acc: 63.82% Val. Loss: 0.930 | Val. Acc: 52.22% Epoch: 33 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.744 | Train Acc: 63.82% Val. Loss: 0.896 | Val. Acc: 52.22% Epoch: 34 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.723 | Train Acc: 63.82% Val. Loss: 0.868 | Val. Acc: 52.22% Epoch: 35 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.705 | Train Acc: 63.82% Val. Loss: 0.845 | Val. Acc: 52.22% Epoch: 36 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.690 | Train Acc: 63.82% Val. Loss: 0.824 | Val. Acc: 52.22% Epoch: 37 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.677 | Train Acc: 63.82% Val. Loss: 0.806 | Val. Acc: 52.22% Epoch: 38 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.665 | Train Acc: 63.82% Val. Loss: 0.790 | Val. Acc: 52.22% Epoch: 39 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.655 | Train Acc: 63.82% Val. Loss: 0.776 | Val. Acc: 52.22% Epoch: 40 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.646 | Train Acc: 63.82% Val. Loss: 0.763 | Val. Acc: 52.22% Epoch: 41 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.637 | Train Acc: 63.82% Val. Loss: 0.751 | Val. Acc: 52.22% Epoch: 42 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.630 | Train Acc: 63.82% Val. Loss: 0.740 | Val. Acc: 52.22% Epoch: 43 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.623 | Train Acc: 63.82% Val. Loss: 0.730 | Val. Acc: 52.22% Epoch: 44 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.616 | Train Acc: 63.82% Val. Loss: 0.721 | Val. Acc: 52.22% Epoch: 45 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.610 | Train Acc: 63.82% Val. Loss: 0.712 | Val. Acc: 52.22% Epoch: 46 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.604 | Train Acc: 63.82% Val. Loss: 0.704 | Val. Acc: 52.22% Epoch: 47 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.599 | Train Acc: 63.82% Val. Loss: 0.696 | Val. Acc: 52.22% Epoch: 48 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.594 | Train Acc: 63.82% Val. Loss: 0.688 | Val. Acc: 52.22% Epoch: 49 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.589 | Train Acc: 63.82% Val. Loss: 0.681 | Val. Acc: 52.22% Epoch: 50 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.585 | Train Acc: 63.82% Val. Loss: 0.674 | Val. Acc: 52.22% Epoch: 51 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.580 | Train Acc: 63.82% Val. Loss: 0.668 | Val. Acc: 52.22% Epoch: 52 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.576 | Train Acc: 63.82% Val. Loss: 0.662 | Val. Acc: 52.22% Epoch: 53 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.571 | Train Acc: 63.82% Val. Loss: 0.655 | Val. Acc: 52.22% Epoch: 54 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.567 | Train Acc: 63.82% Val. Loss: 0.650 | Val. Acc: 52.22% Epoch: 55 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.563 | Train Acc: 63.82% Val. Loss: 0.644 | Val. Acc: 52.22% Epoch: 56 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.559 | Train Acc: 63.82% Val. Loss: 0.638 | Val. Acc: 52.22% Epoch: 57 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.556 | Train Acc: 63.82% Val. Loss: 0.633 | Val. Acc: 52.22% Epoch: 58 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.552 | Train Acc: 64.12% Val. Loss: 0.627 | Val. Acc: 52.22% Epoch: 59 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.548 | Train Acc: 64.41% Val. Loss: 0.622 | Val. Acc: 52.22% Epoch: 60 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.544 | Train Acc: 65.29% Val. Loss: 0.617 | Val. Acc: 52.22% Epoch: 61 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.541 | Train Acc: 66.18% Val. Loss: 0.612 | Val. Acc: 52.22% Epoch: 62 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.537 | Train Acc: 67.94% Val. Loss: 0.606 | Val. Acc: 62.59% Epoch: 63 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.533 | Train Acc: 70.00% Val. Loss: 0.601 | Val. Acc: 68.52% Epoch: 64 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.530 | Train Acc: 71.76% Val. Loss: 0.596 | Val. Acc: 69.63% Epoch: 65 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.526 | Train Acc: 72.35% Val. Loss: 0.592 | Val. Acc: 69.63% Epoch: 66 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.523 | Train Acc: 72.94% Val. Loss: 0.587 | Val. Acc: 70.74% Epoch: 67 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.519 | Train Acc: 72.94% Val. Loss: 0.582 | Val. Acc: 70.74% Epoch: 68 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.515 | Train Acc: 72.94% Val. Loss: 0.577 | Val. Acc: 70.74% Epoch: 69 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.512 | Train Acc: 72.94% Val. Loss: 0.572 | Val. Acc: 70.74% Epoch: 70 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.508 | Train Acc: 72.94% Val. Loss: 0.567 | Val. Acc: 70.74% Epoch: 71 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.505 | Train Acc: 73.24% Val. Loss: 0.563 | Val. Acc: 70.74% Epoch: 72 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.501 | Train Acc: 73.53% Val. Loss: 0.558 | Val. Acc: 69.63% Epoch: 73 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.497 | Train Acc: 74.12% Val. Loss: 0.553 | Val. Acc: 72.96% Epoch: 74 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.494 | Train Acc: 75.00% Val. Loss: 0.549 | Val. Acc: 74.07% Epoch: 75 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.490 | Train Acc: 75.59% Val. Loss: 0.544 | Val. Acc: 74.07% Epoch: 76 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.487 | Train Acc: 75.88% Val. Loss: 0.539 | Val. Acc: 74.07% Epoch: 77 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.483 | Train Acc: 76.47% Val. Loss: 0.534 | Val. Acc: 74.07% Epoch: 78 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.479 | Train Acc: 76.76% Val. Loss: 0.530 | Val. Acc: 77.78% Epoch: 79 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.476 | Train Acc: 77.06% Val. Loss: 0.525 | Val. Acc: 77.78% Epoch: 80 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.472 | Train Acc: 77.94% Val. Loss: 0.520 | Val. Acc: 77.78% Epoch: 81 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.468 | Train Acc: 77.94% Val. Loss: 0.516 | Val. Acc: 77.78% Epoch: 82 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.465 | Train Acc: 77.94% Val. Loss: 0.511 | Val. Acc: 80.00% Epoch: 83 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.461 | Train Acc: 78.53% Val. Loss: 0.506 | Val. Acc: 80.00% Epoch: 84 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.457 | Train Acc: 79.12% Val. Loss: 0.502 | Val. Acc: 80.00% Epoch: 85 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.454 | Train Acc: 79.41% Val. Loss: 0.497 | Val. Acc: 80.00% Epoch: 86 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.450 | Train Acc: 79.12% Val. Loss: 0.492 | Val. Acc: 81.11% Epoch: 87 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.446 | Train Acc: 79.12% Val. Loss: 0.488 | Val. Acc: 81.11% Epoch: 88 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.442 | Train Acc: 79.71% Val. Loss: 0.483 | Val. Acc: 81.11% Epoch: 89 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.439 | Train Acc: 80.59% Val. Loss: 0.478 | Val. Acc: 81.11% Epoch: 90 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.435 | Train Acc: 80.59% Val. Loss: 0.474 | Val. Acc: 83.33% Epoch: 91 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.431 | Train Acc: 80.88% Val. Loss: 0.469 | Val. Acc: 83.33% Epoch: 92 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.427 | Train Acc: 80.88% Val. Loss: 0.465 | Val. Acc: 84.44% Epoch: 93 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.424 | Train Acc: 82.06% Val. Loss: 0.460 | Val. Acc: 84.44% Epoch: 94 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.420 | Train Acc: 82.65% Val. Loss: 0.456 | Val. Acc: 83.33% Epoch: 95 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.416 | Train Acc: 82.94% Val. Loss: 0.451 | Val. Acc: 83.33% Epoch: 96 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.413 | Train Acc: 83.24% Val. Loss: 0.447 | Val. Acc: 84.44% Epoch: 97 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.409 | Train Acc: 83.82% Val. Loss: 0.443 | Val. Acc: 85.56% Epoch: 98 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.405 | Train Acc: 84.41% Val. Loss: 0.438 | Val. Acc: 85.56% Epoch: 99 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.402 | Train Acc: 84.41% Val. Loss: 0.434 | Val. Acc: 86.67% Epoch: 100 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.398 | Train Acc: 85.29% Val. Loss: 0.430 | Val. Acc: 86.67% Epoch: 101 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.395 | Train Acc: 85.88% Val. Loss: 0.425 | Val. Acc: 86.67% Epoch: 102 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.391 | Train Acc: 85.88% Val. Loss: 0.421 | Val. Acc: 86.67% Epoch: 103 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.388 | Train Acc: 85.88% Val. Loss: 0.417 | Val. Acc: 86.67% Epoch: 104 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.384 | Train Acc: 85.88% Val. Loss: 0.413 | Val. Acc: 86.67% Epoch: 105 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.381 | Train Acc: 85.88% Val. Loss: 0.409 | Val. Acc: 86.67% Epoch: 106 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.377 | Train Acc: 85.88% Val. Loss: 0.405 | Val. Acc: 86.67% Epoch: 107 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.374 | Train Acc: 85.88% Val. Loss: 0.401 | Val. Acc: 86.67% Epoch: 108 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.371 | Train Acc: 85.88% Val. Loss: 0.397 | Val. Acc: 86.67% Epoch: 109 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.367 | Train Acc: 86.18% Val. Loss: 0.394 | Val. Acc: 86.67% Epoch: 110 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.364 | Train Acc: 87.06% Val. Loss: 0.390 | Val. Acc: 87.78% Epoch: 111 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.361 | Train Acc: 87.06% Val. Loss: 0.386 | Val. Acc: 87.78% Epoch: 112 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.358 | Train Acc: 87.35% Val. Loss: 0.383 | Val. Acc: 87.78% Epoch: 113 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.355 | Train Acc: 88.24% Val. Loss: 0.379 | Val. Acc: 87.78% Epoch: 114 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.352 | Train Acc: 88.53% Val. Loss: 0.376 | Val. Acc: 87.78% Epoch: 115 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.349 | Train Acc: 88.53% Val. Loss: 0.372 | Val. Acc: 87.78% Epoch: 116 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.346 | Train Acc: 89.12% Val. Loss: 0.369 | Val. Acc: 87.78% Epoch: 117 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.343 | Train Acc: 89.41% Val. Loss: 0.366 | Val. Acc: 87.78% Epoch: 118 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.340 | Train Acc: 89.41% Val. Loss: 0.363 | Val. Acc: 87.78% Epoch: 119 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.337 | Train Acc: 89.71% Val. Loss: 0.359 | Val. Acc: 87.78% Epoch: 120 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.334 | Train Acc: 89.71% Val. Loss: 0.356 | Val. Acc: 88.89% Epoch: 121 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.331 | Train Acc: 90.00% Val. Loss: 0.353 | Val. Acc: 88.89% Epoch: 122 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.329 | Train Acc: 90.00% Val. Loss: 0.351 | Val. Acc: 88.89% Epoch: 123 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.326 | Train Acc: 90.00% Val. Loss: 0.348 | Val. Acc: 90.00% Epoch: 124 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.323 | Train Acc: 90.00% Val. Loss: 0.345 | Val. Acc: 90.00% Epoch: 125 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.321 | Train Acc: 90.00% Val. Loss: 0.342 | Val. Acc: 90.00% Epoch: 126 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.318 | Train Acc: 90.00% Val. Loss: 0.339 | Val. Acc: 90.00% Epoch: 127 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.316 | Train Acc: 90.59% Val. Loss: 0.337 | Val. Acc: 90.00% Epoch: 128 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.313 | Train Acc: 90.59% Val. Loss: 0.334 | Val. Acc: 90.00% Epoch: 129 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.311 | Train Acc: 90.29% Val. Loss: 0.332 | Val. Acc: 90.00% Epoch: 130 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.309 | Train Acc: 90.29% Val. Loss: 0.329 | Val. Acc: 90.00% Epoch: 131 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.306 | Train Acc: 90.29% Val. Loss: 0.327 | Val. Acc: 90.00% Epoch: 132 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.304 | Train Acc: 90.29% Val. Loss: 0.325 | Val. Acc: 90.00% Epoch: 133 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.302 | Train Acc: 90.59% Val. Loss: 0.322 | Val. Acc: 90.00% Epoch: 134 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.300 | Train Acc: 90.59% Val. Loss: 0.320 | Val. Acc: 90.00% Epoch: 135 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.298 | Train Acc: 90.59% Val. Loss: 0.318 | Val. Acc: 90.00% Epoch: 136 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.296 | Train Acc: 90.88% Val. Loss: 0.316 | Val. Acc: 90.00% Epoch: 137 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.294 | Train Acc: 90.88% Val. Loss: 0.314 | Val. Acc: 90.00% Epoch: 138 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.292 | Train Acc: 90.88% Val. Loss: 0.312 | Val. Acc: 90.00% Epoch: 139 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.290 | Train Acc: 90.88% Val. Loss: 0.310 | Val. Acc: 90.00% Epoch: 140 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.288 | Train Acc: 90.88% Val. Loss: 0.308 | Val. Acc: 90.00% Epoch: 141 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.286 | Train Acc: 91.18% Val. Loss: 0.306 | Val. Acc: 90.00% Epoch: 142 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.284 | Train Acc: 91.18% Val. Loss: 0.304 | Val. Acc: 90.00% Epoch: 143 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.282 | Train Acc: 91.18% Val. Loss: 0.303 | Val. Acc: 90.00% Epoch: 144 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.281 | Train Acc: 91.18% Val. Loss: 0.301 | Val. Acc: 90.00% Epoch: 145 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.279 | Train Acc: 91.18% Val. Loss: 0.299 | Val. Acc: 90.00% Epoch: 146 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.277 | Train Acc: 91.47% Val. Loss: 0.297 | Val. Acc: 90.00% Epoch: 147 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.276 | Train Acc: 91.47% Val. Loss: 0.296 | Val. Acc: 90.00% Epoch: 148 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.274 | Train Acc: 91.47% Val. Loss: 0.294 | Val. Acc: 90.00% Epoch: 149 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.272 | Train Acc: 91.18% Val. Loss: 0.293 | Val. Acc: 90.00% Epoch: 150 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.271 | Train Acc: 91.18% Val. Loss: 0.291 | Val. Acc: 90.00% Epoch: 151 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.269 | Train Acc: 90.88% Val. Loss: 0.290 | Val. Acc: 90.00% Epoch: 152 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.268 | Train Acc: 90.59% Val. Loss: 0.288 | Val. Acc: 90.00% Epoch: 153 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.266 | Train Acc: 90.59% Val. Loss: 0.287 | Val. Acc: 90.00% Epoch: 154 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.265 | Train Acc: 90.59% Val. Loss: 0.285 | Val. Acc: 90.00% Epoch: 155 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.263 | Train Acc: 90.59% Val. Loss: 0.284 | Val. Acc: 90.00% Epoch: 156 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.262 | Train Acc: 90.59% Val. Loss: 0.283 | Val. Acc: 90.00% Epoch: 157 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.261 | Train Acc: 90.59% Val. Loss: 0.281 | Val. Acc: 90.00% Epoch: 158 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.259 | Train Acc: 90.59% Val. Loss: 0.280 | Val. Acc: 90.00% Epoch: 159 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.258 | Train Acc: 90.59% Val. Loss: 0.279 | Val. Acc: 90.00% Epoch: 160 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.257 | Train Acc: 90.59% Val. Loss: 0.278 | Val. Acc: 90.00% Epoch: 161 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.255 | Train Acc: 90.59% Val. Loss: 0.277 | Val. Acc: 90.00% Epoch: 162 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.254 | Train Acc: 90.59% Val. Loss: 0.275 | Val. Acc: 90.00% Epoch: 163 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.253 | Train Acc: 90.59% Val. Loss: 0.274 | Val. Acc: 90.00% Epoch: 164 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.252 | Train Acc: 90.59% Val. Loss: 0.273 | Val. Acc: 90.00% Epoch: 165 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.250 | Train Acc: 90.59% Val. Loss: 0.272 | Val. Acc: 90.00% Epoch: 166 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.249 | Train Acc: 90.59% Val. Loss: 0.271 | Val. Acc: 90.00% Epoch: 167 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.248 | Train Acc: 90.59% Val. Loss: 0.270 | Val. Acc: 90.00% Epoch: 168 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.247 | Train Acc: 90.59% Val. Loss: 0.269 | Val. Acc: 90.00% Epoch: 169 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.246 | Train Acc: 90.59% Val. Loss: 0.268 | Val. Acc: 90.00% Epoch: 170 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.245 | Train Acc: 90.59% Val. Loss: 0.267 | Val. Acc: 90.00% Epoch: 171 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.243 | Train Acc: 90.59% Val. Loss: 0.266 | Val. Acc: 90.00% Epoch: 172 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.242 | Train Acc: 90.59% Val. Loss: 0.265 | Val. Acc: 90.00% Epoch: 173 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.241 | Train Acc: 90.59% Val. Loss: 0.264 | Val. Acc: 90.00% Epoch: 174 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.240 | Train Acc: 90.59% Val. Loss: 0.263 | Val. Acc: 90.00% Epoch: 175 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.239 | Train Acc: 90.59% Val. Loss: 0.262 | Val. Acc: 90.00% Epoch: 176 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.238 | Train Acc: 90.59% Val. Loss: 0.261 | Val. Acc: 90.00% Epoch: 177 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.237 | Train Acc: 90.59% Val. Loss: 0.260 | Val. Acc: 90.00% Epoch: 178 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.236 | Train Acc: 90.59% Val. Loss: 0.259 | Val. Acc: 90.00% Epoch: 179 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.235 | Train Acc: 90.59% Val. Loss: 0.259 | Val. Acc: 90.00% Epoch: 180 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.234 | Train Acc: 90.59% Val. Loss: 0.258 | Val. Acc: 90.00% Epoch: 181 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.233 | Train Acc: 90.59% Val. Loss: 0.257 | Val. Acc: 90.00% Epoch: 182 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.232 | Train Acc: 90.59% Val. Loss: 0.256 | Val. Acc: 90.00% Epoch: 183 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.231 | Train Acc: 90.59% Val. Loss: 0.255 | Val. Acc: 90.00% Epoch: 184 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.230 | Train Acc: 90.59% Val. Loss: 0.254 | Val. Acc: 90.00% Epoch: 185 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.229 | Train Acc: 90.59% Val. Loss: 0.254 | Val. Acc: 90.00% Epoch: 186 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.228 | Train Acc: 90.59% Val. Loss: 0.253 | Val. Acc: 90.00% Epoch: 187 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.227 | Train Acc: 90.59% Val. Loss: 0.252 | Val. Acc: 90.00% Epoch: 188 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.227 | Train Acc: 90.59% Val. Loss: 0.251 | Val. Acc: 90.00% Epoch: 189 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.226 | Train Acc: 90.59% Val. Loss: 0.251 | Val. Acc: 90.00% Epoch: 190 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.225 | Train Acc: 90.59% Val. Loss: 0.250 | Val. Acc: 90.00% Epoch: 191 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.224 | Train Acc: 90.59% Val. Loss: 0.249 | Val. Acc: 90.00% Epoch: 192 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.223 | Train Acc: 90.59% Val. Loss: 0.248 | Val. Acc: 90.00% Epoch: 193 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.222 | Train Acc: 90.59% Val. Loss: 0.248 | Val. Acc: 90.00% Epoch: 194 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.221 | Train Acc: 90.59% Val. Loss: 0.247 | Val. Acc: 90.00% Epoch: 195 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.220 | Train Acc: 90.59% Val. Loss: 0.246 | Val. Acc: 90.00% Epoch: 196 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.220 | Train Acc: 90.59% Val. Loss: 0.246 | Val. Acc: 90.00% Epoch: 197 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.219 | Train Acc: 90.59% Val. Loss: 0.245 | Val. Acc: 90.00% Epoch: 198 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.218 | Train Acc: 90.59% Val. Loss: 0.244 | Val. Acc: 90.00% Epoch: 199 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.217 | Train Acc: 90.59% Val. Loss: 0.244 | Val. Acc: 90.00% Epoch: 200 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.216 | Train Acc: 90.59% Val. Loss: 0.243 | Val. Acc: 90.00% Epoch: 201 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.215 | Train Acc: 90.59% Val. Loss: 0.242 | Val. Acc: 90.00% Epoch: 202 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.215 | Train Acc: 90.59% Val. Loss: 0.242 | Val. Acc: 90.00% Epoch: 203 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.214 | Train Acc: 90.59% Val. Loss: 0.241 | Val. Acc: 90.00% Epoch: 204 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.213 | Train Acc: 90.59% Val. Loss: 0.240 | Val. Acc: 90.00% Epoch: 205 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.212 | Train Acc: 90.59% Val. Loss: 0.240 | Val. Acc: 90.00% Epoch: 206 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.212 | Train Acc: 90.88% Val. Loss: 0.239 | Val. Acc: 90.00% Epoch: 207 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.211 | Train Acc: 90.88% Val. Loss: 0.239 | Val. Acc: 90.00% Epoch: 208 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.210 | Train Acc: 90.88% Val. Loss: 0.238 | Val. Acc: 90.00% Epoch: 209 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.209 | Train Acc: 90.88% Val. Loss: 0.237 | Val. Acc: 90.00% Epoch: 210 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.209 | Train Acc: 90.88% Val. Loss: 0.237 | Val. Acc: 90.00% Epoch: 211 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.208 | Train Acc: 90.88% Val. Loss: 0.236 | Val. Acc: 90.00% Epoch: 212 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.207 | Train Acc: 90.88% Val. Loss: 0.236 | Val. Acc: 90.00% Epoch: 213 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.206 | Train Acc: 90.88% Val. Loss: 0.235 | Val. Acc: 90.00% Epoch: 214 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.206 | Train Acc: 90.88% Val. Loss: 0.235 | Val. Acc: 90.00% Epoch: 215 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.205 | Train Acc: 90.88% Val. Loss: 0.234 | Val. Acc: 90.00% Epoch: 216 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.204 | Train Acc: 90.88% Val. Loss: 0.233 | Val. Acc: 90.00% Epoch: 217 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.203 | Train Acc: 91.18% Val. Loss: 0.233 | Val. Acc: 90.00% Epoch: 218 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.203 | Train Acc: 91.18% Val. Loss: 0.232 | Val. Acc: 90.00% Epoch: 219 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.202 | Train Acc: 91.18% Val. Loss: 0.232 | Val. Acc: 90.00% Epoch: 220 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.201 | Train Acc: 91.18% Val. Loss: 0.231 | Val. Acc: 90.00% Epoch: 221 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.201 | Train Acc: 90.88% Val. Loss: 0.231 | Val. Acc: 90.00% Epoch: 222 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.200 | Train Acc: 90.88% Val. Loss: 0.230 | Val. Acc: 90.00% Epoch: 223 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.199 | Train Acc: 90.88% Val. Loss: 0.230 | Val. Acc: 90.00% Epoch: 224 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.199 | Train Acc: 90.88% Val. Loss: 0.229 | Val. Acc: 90.00% Epoch: 225 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.198 | Train Acc: 90.88% Val. Loss: 0.229 | Val. Acc: 90.00% Epoch: 226 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.197 | Train Acc: 90.88% Val. Loss: 0.228 | Val. Acc: 90.00% Epoch: 227 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.197 | Train Acc: 90.88% Val. Loss: 0.228 | Val. Acc: 90.00% Epoch: 228 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.196 | Train Acc: 90.88% Val. Loss: 0.227 | Val. Acc: 90.00% Epoch: 229 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.195 | Train Acc: 90.88% Val. Loss: 0.227 | Val. Acc: 90.00% Epoch: 230 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.195 | Train Acc: 90.88% Val. Loss: 0.226 | Val. Acc: 90.00% Epoch: 231 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.194 | Train Acc: 90.88% Val. Loss: 0.226 | Val. Acc: 90.00% Epoch: 232 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.193 | Train Acc: 90.88% Val. Loss: 0.225 | Val. Acc: 90.00% Epoch: 233 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.193 | Train Acc: 91.18% Val. Loss: 0.225 | Val. Acc: 90.00% Epoch: 234 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.192 | Train Acc: 91.18% Val. Loss: 0.224 | Val. Acc: 90.00% Epoch: 235 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.191 | Train Acc: 91.18% Val. Loss: 0.224 | Val. Acc: 90.00% Epoch: 236 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.191 | Train Acc: 91.18% Val. Loss: 0.223 | Val. Acc: 90.00% Epoch: 237 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.190 | Train Acc: 91.18% Val. Loss: 0.223 | Val. Acc: 90.00% Epoch: 238 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.190 | Train Acc: 91.18% Val. Loss: 0.223 | Val. Acc: 90.00% Epoch: 239 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.189 | Train Acc: 91.18% Val. Loss: 0.222 | Val. Acc: 90.00% Epoch: 240 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.188 | Train Acc: 91.18% Val. Loss: 0.222 | Val. Acc: 90.00% Epoch: 241 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.188 | Train Acc: 91.18% Val. Loss: 0.221 | Val. Acc: 90.00% Epoch: 242 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.187 | Train Acc: 91.47% Val. Loss: 0.221 | Val. Acc: 90.00% Epoch: 243 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.186 | Train Acc: 91.47% Val. Loss: 0.220 | Val. Acc: 90.00% Epoch: 244 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.186 | Train Acc: 91.47% Val. Loss: 0.220 | Val. Acc: 90.00% Epoch: 245 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.185 | Train Acc: 91.76% Val. Loss: 0.220 | Val. Acc: 90.00% Epoch: 246 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.185 | Train Acc: 91.76% Val. Loss: 0.219 | Val. Acc: 90.00% Epoch: 247 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.184 | Train Acc: 91.76% Val. Loss: 0.219 | Val. Acc: 90.00% Epoch: 248 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.183 | Train Acc: 91.76% Val. Loss: 0.218 | Val. Acc: 90.00% Epoch: 249 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.183 | Train Acc: 91.76% Val. Loss: 0.218 | Val. Acc: 90.00% Epoch: 250 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.182 | Train Acc: 92.06% Val. Loss: 0.217 | Val. Acc: 90.00% Epoch: 251 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.182 | Train Acc: 92.06% Val. Loss: 0.217 | Val. Acc: 90.00% Epoch: 252 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.181 | Train Acc: 92.06% Val. Loss: 0.217 | Val. Acc: 90.00% Epoch: 253 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.181 | Train Acc: 92.06% Val. Loss: 0.216 | Val. Acc: 92.22% Epoch: 254 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.180 | Train Acc: 92.06% Val. Loss: 0.216 | Val. Acc: 92.22% Epoch: 255 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.179 | Train Acc: 92.06% Val. Loss: 0.216 | Val. Acc: 92.22% Epoch: 256 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.179 | Train Acc: 92.06% Val. Loss: 0.215 | Val. Acc: 92.22% Epoch: 257 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.178 | Train Acc: 92.06% Val. Loss: 0.215 | Val. Acc: 92.22% Epoch: 258 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.178 | Train Acc: 92.06% Val. Loss: 0.214 | Val. Acc: 92.22% Epoch: 259 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.177 | Train Acc: 92.06% Val. Loss: 0.214 | Val. Acc: 92.22% Epoch: 260 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.177 | Train Acc: 92.35% Val. Loss: 0.214 | Val. Acc: 92.22% Epoch: 261 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.176 | Train Acc: 93.24% Val. Loss: 0.213 | Val. Acc: 92.22% Epoch: 262 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.176 | Train Acc: 93.24% Val. Loss: 0.213 | Val. Acc: 92.22% Epoch: 263 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.175 | Train Acc: 93.24% Val. Loss: 0.212 | Val. Acc: 92.22% Epoch: 264 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.174 | Train Acc: 93.24% Val. Loss: 0.212 | Val. Acc: 92.22% Epoch: 265 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.174 | Train Acc: 93.53% Val. Loss: 0.212 | Val. Acc: 92.22% Epoch: 266 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.173 | Train Acc: 93.53% Val. Loss: 0.211 | Val. Acc: 92.22% Epoch: 267 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.173 | Train Acc: 93.53% Val. Loss: 0.211 | Val. Acc: 92.22% Epoch: 268 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.172 | Train Acc: 93.53% Val. Loss: 0.211 | Val. Acc: 92.22% Epoch: 269 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.172 | Train Acc: 93.53% Val. Loss: 0.210 | Val. Acc: 92.22% Epoch: 270 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.171 | Train Acc: 93.53% Val. Loss: 0.210 | Val. Acc: 92.22% Epoch: 271 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.171 | Train Acc: 93.53% Val. Loss: 0.210 | Val. Acc: 92.22% Epoch: 272 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.170 | Train Acc: 93.53% Val. Loss: 0.209 | Val. Acc: 92.22% Epoch: 273 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.170 | Train Acc: 93.53% Val. Loss: 0.209 | Val. Acc: 92.22% Epoch: 274 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.169 | Train Acc: 93.53% Val. Loss: 0.209 | Val. Acc: 92.22% Epoch: 275 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.169 | Train Acc: 93.53% Val. Loss: 0.208 | Val. Acc: 92.22% Epoch: 276 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.168 | Train Acc: 93.53% Val. Loss: 0.208 | Val. Acc: 92.22% Epoch: 277 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.168 | Train Acc: 93.53% Val. Loss: 0.208 | Val. Acc: 92.22% Epoch: 278 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.167 | Train Acc: 93.53% Val. Loss: 0.207 | Val. Acc: 92.22% Epoch: 279 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.167 | Train Acc: 93.53% Val. Loss: 0.207 | Val. Acc: 92.22% Epoch: 280 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.166 | Train Acc: 93.53% Val. Loss: 0.207 | Val. Acc: 92.22% Epoch: 281 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.166 | Train Acc: 93.53% Val. Loss: 0.206 | Val. Acc: 92.22% Epoch: 282 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.165 | Train Acc: 93.53% Val. Loss: 0.206 | Val. Acc: 92.22% Epoch: 283 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.165 | Train Acc: 93.53% Val. Loss: 0.206 | Val. Acc: 92.22% Epoch: 284 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.164 | Train Acc: 93.53% Val. Loss: 0.205 | Val. Acc: 92.22% Epoch: 285 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.164 | Train Acc: 93.53% Val. Loss: 0.205 | Val. Acc: 92.22% Epoch: 286 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.163 | Train Acc: 93.53% Val. Loss: 0.205 | Val. Acc: 92.22% Epoch: 287 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.163 | Train Acc: 93.53% Val. Loss: 0.205 | Val. Acc: 92.22% Epoch: 288 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.162 | Train Acc: 93.53% Val. Loss: 0.204 | Val. Acc: 92.22% Epoch: 289 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.162 | Train Acc: 93.82% Val. Loss: 0.204 | Val. Acc: 92.22% Epoch: 290 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.161 | Train Acc: 93.82% Val. Loss: 0.204 | Val. Acc: 92.22% Epoch: 291 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.161 | Train Acc: 93.82% Val. Loss: 0.203 | Val. Acc: 91.11% Epoch: 292 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.160 | Train Acc: 94.12% Val. Loss: 0.203 | Val. Acc: 90.00% Epoch: 293 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.160 | Train Acc: 94.41% Val. Loss: 0.203 | Val. Acc: 92.22% Epoch: 294 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.159 | Train Acc: 94.41% Val. Loss: 0.203 | Val. Acc: 92.22% Epoch: 295 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.159 | Train Acc: 94.12% Val. Loss: 0.202 | Val. Acc: 92.22% Epoch: 296 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.158 | Train Acc: 94.12% Val. Loss: 0.202 | Val. Acc: 92.22% Epoch: 297 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.158 | Train Acc: 94.12% Val. Loss: 0.202 | Val. Acc: 92.22% Epoch: 298 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.158 | Train Acc: 94.12% Val. Loss: 0.202 | Val. Acc: 92.22% Epoch: 299 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.157 | Train Acc: 94.12% Val. Loss: 0.201 | Val. Acc: 92.22% Epoch: 300 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.157 | Train Acc: 94.12% Val. Loss: 0.201 | Val. Acc: 92.22% Epoch: 301 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.156 | Train Acc: 94.12% Val. Loss: 0.201 | Val. Acc: 92.22% Epoch: 302 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.156 | Train Acc: 94.12% Val. Loss: 0.200 | Val. Acc: 92.22% Epoch: 303 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.155 | Train Acc: 94.12% Val. Loss: 0.200 | Val. Acc: 92.22% Epoch: 304 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.155 | Train Acc: 94.12% Val. Loss: 0.200 | Val. Acc: 92.22% Epoch: 305 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.154 | Train Acc: 94.12% Val. Loss: 0.200 | Val. Acc: 92.22% Epoch: 306 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.154 | Train Acc: 94.12% Val. Loss: 0.199 | Val. Acc: 92.22% Epoch: 307 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.154 | Train Acc: 94.12% Val. Loss: 0.199 | Val. Acc: 92.22% Epoch: 308 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.153 | Train Acc: 94.12% Val. Loss: 0.199 | Val. Acc: 92.22% Epoch: 309 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.153 | Train Acc: 94.12% Val. Loss: 0.199 | Val. Acc: 92.22% Epoch: 310 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.152 | Train Acc: 94.41% Val. Loss: 0.199 | Val. Acc: 92.22% Epoch: 311 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.152 | Train Acc: 94.41% Val. Loss: 0.198 | Val. Acc: 92.22% Epoch: 312 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.151 | Train Acc: 94.41% Val. Loss: 0.198 | Val. Acc: 92.22% Epoch: 313 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.151 | Train Acc: 94.41% Val. Loss: 0.198 | Val. Acc: 92.22% Epoch: 314 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.151 | Train Acc: 94.41% Val. Loss: 0.198 | Val. Acc: 92.22% Epoch: 315 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.150 | Train Acc: 94.41% Val. Loss: 0.197 | Val. Acc: 92.22% Epoch: 316 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.150 | Train Acc: 94.41% Val. Loss: 0.197 | Val. Acc: 92.22% Epoch: 317 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.149 | Train Acc: 94.41% Val. Loss: 0.197 | Val. Acc: 92.22% Epoch: 318 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.149 | Train Acc: 94.71% Val. Loss: 0.197 | Val. Acc: 92.22% Epoch: 319 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.149 | Train Acc: 94.71% Val. Loss: 0.197 | Val. Acc: 92.22% Epoch: 320 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.148 | Train Acc: 94.71% Val. Loss: 0.196 | Val. Acc: 92.22% Epoch: 321 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.148 | Train Acc: 94.71% Val. Loss: 0.196 | Val. Acc: 92.22% Epoch: 322 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.147 | Train Acc: 94.71% Val. Loss: 0.196 | Val. Acc: 92.22% Epoch: 323 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.147 | Train Acc: 94.71% Val. Loss: 0.196 | Val. Acc: 92.22% Epoch: 324 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.147 | Train Acc: 95.00% Val. Loss: 0.195 | Val. Acc: 92.22% Epoch: 325 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.146 | Train Acc: 95.29% Val. Loss: 0.195 | Val. Acc: 92.22% Epoch: 326 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.146 | Train Acc: 95.29% Val. Loss: 0.195 | Val. Acc: 92.22% Epoch: 327 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.145 | Train Acc: 95.29% Val. Loss: 0.195 | Val. Acc: 92.22% Epoch: 328 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.145 | Train Acc: 95.88% Val. Loss: 0.195 | Val. Acc: 92.22% Epoch: 329 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.145 | Train Acc: 95.88% Val. Loss: 0.194 | Val. Acc: 92.22% Epoch: 330 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.144 | Train Acc: 95.88% Val. Loss: 0.194 | Val. Acc: 92.22% Epoch: 331 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.144 | Train Acc: 95.88% Val. Loss: 0.194 | Val. Acc: 92.22% Epoch: 332 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.144 | Train Acc: 95.88% Val. Loss: 0.194 | Val. Acc: 92.22% Epoch: 333 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.143 | Train Acc: 95.88% Val. Loss: 0.194 | Val. Acc: 92.22% Epoch: 334 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.143 | Train Acc: 95.88% Val. Loss: 0.194 | Val. Acc: 92.22% Epoch: 335 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.142 | Train Acc: 95.88% Val. Loss: 0.193 | Val. Acc: 92.22% Epoch: 336 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.142 | Train Acc: 96.18% Val. Loss: 0.193 | Val. Acc: 92.22% Epoch: 337 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.142 | Train Acc: 96.18% Val. Loss: 0.193 | Val. Acc: 92.22% Epoch: 338 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.141 | Train Acc: 96.18% Val. Loss: 0.193 | Val. Acc: 92.22% Epoch: 339 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.141 | Train Acc: 96.18% Val. Loss: 0.193 | Val. Acc: 92.22% Epoch: 340 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.141 | Train Acc: 96.18% Val. Loss: 0.192 | Val. Acc: 93.33% Epoch: 341 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.140 | Train Acc: 96.18% Val. Loss: 0.192 | Val. Acc: 93.33% Epoch: 342 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.140 | Train Acc: 96.18% Val. Loss: 0.192 | Val. Acc: 93.33% Epoch: 343 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.140 | Train Acc: 96.18% Val. Loss: 0.192 | Val. Acc: 93.33% Epoch: 344 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.139 | Train Acc: 96.18% Val. Loss: 0.192 | Val. Acc: 93.33% Epoch: 345 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.139 | Train Acc: 96.18% Val. Loss: 0.192 | Val. Acc: 93.33% Epoch: 346 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.138 | Train Acc: 96.18% Val. Loss: 0.191 | Val. Acc: 93.33% Epoch: 347 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.138 | Train Acc: 96.18% Val. Loss: 0.191 | Val. Acc: 93.33% Epoch: 348 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.138 | Train Acc: 96.18% Val. Loss: 0.191 | Val. Acc: 93.33% Epoch: 349 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.137 | Train Acc: 96.18% Val. Loss: 0.191 | Val. Acc: 93.33% Epoch: 350 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.137 | Train Acc: 96.18% Val. Loss: 0.191 | Val. Acc: 93.33% Epoch: 351 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.137 | Train Acc: 96.18% Val. Loss: 0.191 | Val. Acc: 93.33% Epoch: 352 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.136 | Train Acc: 96.47% Val. Loss: 0.191 | Val. Acc: 93.33% Epoch: 353 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.136 | Train Acc: 96.47% Val. Loss: 0.190 | Val. Acc: 93.33% Epoch: 354 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.136 | Train Acc: 96.47% Val. Loss: 0.190 | Val. Acc: 93.33% Epoch: 355 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.135 | Train Acc: 96.47% Val. Loss: 0.190 | Val. Acc: 93.33% Epoch: 356 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.135 | Train Acc: 96.47% Val. Loss: 0.190 | Val. Acc: 93.33% Epoch: 357 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.135 | Train Acc: 96.47% Val. Loss: 0.190 | Val. Acc: 93.33% Epoch: 358 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.135 | Train Acc: 96.47% Val. Loss: 0.190 | Val. Acc: 93.33% Epoch: 359 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.134 | Train Acc: 96.47% Val. Loss: 0.189 | Val. Acc: 93.33% Epoch: 360 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.134 | Train Acc: 96.47% Val. Loss: 0.189 | Val. Acc: 93.33% Epoch: 361 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.134 | Train Acc: 96.47% Val. Loss: 0.189 | Val. Acc: 93.33% Epoch: 362 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.133 | Train Acc: 96.47% Val. Loss: 0.189 | Val. Acc: 93.33% Epoch: 363 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.133 | Train Acc: 96.47% Val. Loss: 0.189 | Val. Acc: 93.33% Epoch: 364 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.133 | Train Acc: 96.47% Val. Loss: 0.189 | Val. Acc: 93.33% Epoch: 365 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.132 | Train Acc: 96.47% Val. Loss: 0.189 | Val. Acc: 93.33% Epoch: 366 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.132 | Train Acc: 96.47% Val. Loss: 0.189 | Val. Acc: 93.33% Epoch: 367 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.132 | Train Acc: 96.47% Val. Loss: 0.188 | Val. Acc: 93.33% Epoch: 368 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.131 | Train Acc: 96.47% Val. Loss: 0.188 | Val. Acc: 93.33% Epoch: 369 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.131 | Train Acc: 96.47% Val. Loss: 0.188 | Val. Acc: 93.33% Epoch: 370 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.131 | Train Acc: 96.47% Val. Loss: 0.188 | Val. Acc: 93.33% Epoch: 371 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.130 | Train Acc: 96.47% Val. Loss: 0.188 | Val. Acc: 93.33% Epoch: 372 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.130 | Train Acc: 96.47% Val. Loss: 0.188 | Val. Acc: 93.33% Epoch: 373 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.130 | Train Acc: 96.47% Val. Loss: 0.188 | Val. Acc: 93.33% Epoch: 374 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.130 | Train Acc: 96.47% Val. Loss: 0.187 | Val. Acc: 93.33% Epoch: 375 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.129 | Train Acc: 96.47% Val. Loss: 0.187 | Val. Acc: 93.33% Epoch: 376 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.129 | Train Acc: 96.47% Val. Loss: 0.187 | Val. Acc: 93.33% Epoch: 377 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.129 | Train Acc: 96.47% Val. Loss: 0.187 | Val. Acc: 93.33% Epoch: 378 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.128 | Train Acc: 96.47% Val. Loss: 0.187 | Val. Acc: 93.33% Epoch: 379 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.128 | Train Acc: 96.47% Val. Loss: 0.187 | Val. Acc: 93.33% Epoch: 380 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.128 | Train Acc: 96.47% Val. Loss: 0.187 | Val. Acc: 93.33% Epoch: 381 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.127 | Train Acc: 96.47% Val. Loss: 0.187 | Val. Acc: 93.33% Epoch: 382 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.127 | Train Acc: 96.47% Val. Loss: 0.186 | Val. Acc: 93.33% Epoch: 383 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.127 | Train Acc: 96.47% Val. Loss: 0.186 | Val. Acc: 93.33% Epoch: 384 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.127 | Train Acc: 96.47% Val. Loss: 0.186 | Val. Acc: 93.33% Epoch: 385 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.126 | Train Acc: 96.47% Val. Loss: 0.186 | Val. Acc: 93.33% Epoch: 386 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.126 | Train Acc: 96.47% Val. Loss: 0.186 | Val. Acc: 93.33% Epoch: 387 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.126 | Train Acc: 96.47% Val. Loss: 0.186 | Val. Acc: 93.33% Epoch: 388 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.126 | Train Acc: 96.47% Val. Loss: 0.186 | Val. Acc: 93.33% Epoch: 389 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.125 | Train Acc: 96.47% Val. Loss: 0.186 | Val. Acc: 93.33% Epoch: 390 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.125 | Train Acc: 96.47% Val. Loss: 0.185 | Val. Acc: 93.33% Epoch: 391 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.125 | Train Acc: 96.47% Val. Loss: 0.185 | Val. Acc: 93.33% Epoch: 392 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.124 | Train Acc: 96.47% Val. Loss: 0.185 | Val. Acc: 93.33% Epoch: 393 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.124 | Train Acc: 96.47% Val. Loss: 0.185 | Val. Acc: 93.33% Epoch: 394 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.124 | Train Acc: 96.47% Val. Loss: 0.185 | Val. Acc: 93.33% Epoch: 395 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.124 | Train Acc: 96.47% Val. Loss: 0.185 | Val. Acc: 93.33% Epoch: 396 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.123 | Train Acc: 96.47% Val. Loss: 0.185 | Val. Acc: 93.33% Epoch: 397 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.123 | Train Acc: 96.47% Val. Loss: 0.185 | Val. Acc: 93.33% Epoch: 398 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.123 | Train Acc: 96.47% Val. Loss: 0.184 | Val. Acc: 93.33% Epoch: 399 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.122 | Train Acc: 96.47% Val. Loss: 0.184 | Val. Acc: 93.33% Epoch: 400 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.122 | Train Acc: 96.47% Val. Loss: 0.184 | Val. Acc: 93.33% Epoch: 401 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.122 | Train Acc: 96.47% Val. Loss: 0.184 | Val. Acc: 93.33% Epoch: 402 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.122 | Train Acc: 96.76% Val. Loss: 0.184 | Val. Acc: 93.33% Epoch: 403 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.121 | Train Acc: 96.76% Val. Loss: 0.184 | Val. Acc: 93.33% Epoch: 404 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.121 | Train Acc: 96.76% Val. Loss: 0.184 | Val. Acc: 93.33% Epoch: 405 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.121 | Train Acc: 96.76% Val. Loss: 0.184 | Val. Acc: 93.33% Epoch: 406 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.121 | Train Acc: 96.76% Val. Loss: 0.184 | Val. Acc: 93.33% Epoch: 407 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.120 | Train Acc: 96.76% Val. Loss: 0.183 | Val. Acc: 93.33% Epoch: 408 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.120 | Train Acc: 96.76% Val. Loss: 0.183 | Val. Acc: 93.33% Epoch: 409 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.120 | Train Acc: 96.76% Val. Loss: 0.183 | Val. Acc: 93.33% Epoch: 410 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.120 | Train Acc: 96.76% Val. Loss: 0.183 | Val. Acc: 93.33% Epoch: 411 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.119 | Train Acc: 96.76% Val. Loss: 0.183 | Val. Acc: 93.33% Epoch: 412 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.119 | Train Acc: 96.76% Val. Loss: 0.183 | Val. Acc: 93.33% Epoch: 413 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.119 | Train Acc: 97.06% Val. Loss: 0.183 | Val. Acc: 93.33% Epoch: 414 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.119 | Train Acc: 97.06% Val. Loss: 0.183 | Val. Acc: 93.33% Epoch: 415 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.118 | Train Acc: 97.06% Val. Loss: 0.183 | Val. Acc: 93.33% Epoch: 416 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.118 | Train Acc: 97.06% Val. Loss: 0.182 | Val. Acc: 93.33% Epoch: 417 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.118 | Train Acc: 97.06% Val. Loss: 0.182 | Val. Acc: 93.33% Epoch: 418 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.118 | Train Acc: 97.06% Val. Loss: 0.182 | Val. Acc: 93.33% Epoch: 419 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.117 | Train Acc: 97.06% Val. Loss: 0.182 | Val. Acc: 93.33% Epoch: 420 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.117 | Train Acc: 97.06% Val. Loss: 0.182 | Val. Acc: 93.33% Epoch: 421 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.117 | Train Acc: 97.06% Val. Loss: 0.182 | Val. Acc: 93.33% Epoch: 422 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.117 | Train Acc: 97.06% Val. Loss: 0.182 | Val. Acc: 93.33% Epoch: 423 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.116 | Train Acc: 97.35% Val. Loss: 0.182 | Val. Acc: 93.33% Epoch: 424 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.116 | Train Acc: 97.35% Val. Loss: 0.182 | Val. Acc: 93.33% Epoch: 425 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.116 | Train Acc: 97.35% Val. Loss: 0.181 | Val. Acc: 93.33% Epoch: 426 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.116 | Train Acc: 97.35% Val. Loss: 0.181 | Val. Acc: 93.33% Epoch: 427 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.115 | Train Acc: 97.35% Val. Loss: 0.181 | Val. Acc: 93.33% Epoch: 428 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.115 | Train Acc: 97.35% Val. Loss: 0.181 | Val. Acc: 93.33% Epoch: 429 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.115 | Train Acc: 97.35% Val. Loss: 0.181 | Val. Acc: 93.33% Epoch: 430 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.115 | Train Acc: 97.35% Val. Loss: 0.181 | Val. Acc: 93.33% Epoch: 431 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.115 | Train Acc: 97.35% Val. Loss: 0.181 | Val. Acc: 93.33% Epoch: 432 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.114 | Train Acc: 97.35% Val. Loss: 0.181 | Val. Acc: 93.33% Epoch: 433 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.114 | Train Acc: 97.35% Val. Loss: 0.181 | Val. Acc: 93.33% Epoch: 434 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.114 | Train Acc: 97.35% Val. Loss: 0.181 | Val. Acc: 93.33% Epoch: 435 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.114 | Train Acc: 97.35% Val. Loss: 0.180 | Val. Acc: 93.33% Epoch: 436 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.113 | Train Acc: 97.35% Val. Loss: 0.180 | Val. Acc: 93.33% Epoch: 437 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.113 | Train Acc: 97.35% Val. Loss: 0.180 | Val. Acc: 93.33% Epoch: 438 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.113 | Train Acc: 97.35% Val. Loss: 0.180 | Val. Acc: 93.33% Epoch: 439 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.113 | Train Acc: 97.35% Val. Loss: 0.180 | Val. Acc: 93.33% Epoch: 440 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.112 | Train Acc: 97.35% Val. Loss: 0.180 | Val. Acc: 93.33% Epoch: 441 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.112 | Train Acc: 97.35% Val. Loss: 0.180 | Val. Acc: 93.33% Epoch: 442 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.112 | Train Acc: 97.35% Val. Loss: 0.180 | Val. Acc: 93.33% Epoch: 443 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.112 | Train Acc: 97.35% Val. Loss: 0.180 | Val. Acc: 93.33% Epoch: 444 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.111 | Train Acc: 97.35% Val. Loss: 0.179 | Val. Acc: 93.33% Epoch: 445 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.111 | Train Acc: 97.35% Val. Loss: 0.179 | Val. Acc: 93.33% Epoch: 446 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.111 | Train Acc: 97.35% Val. Loss: 0.179 | Val. Acc: 93.33% Epoch: 447 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.111 | Train Acc: 97.35% Val. Loss: 0.179 | Val. Acc: 93.33% Epoch: 448 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.111 | Train Acc: 97.35% Val. Loss: 0.179 | Val. Acc: 93.33% Epoch: 449 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.110 | Train Acc: 97.35% Val. Loss: 0.179 | Val. Acc: 93.33% Epoch: 450 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.110 | Train Acc: 97.35% Val. Loss: 0.179 | Val. Acc: 93.33% Epoch: 451 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.110 | Train Acc: 97.35% Val. Loss: 0.179 | Val. Acc: 93.33% Epoch: 452 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.110 | Train Acc: 97.35% Val. Loss: 0.179 | Val. Acc: 93.33% Epoch: 453 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.109 | Train Acc: 97.35% Val. Loss: 0.179 | Val. Acc: 93.33% Epoch: 454 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.109 | Train Acc: 97.35% Val. Loss: 0.178 | Val. Acc: 93.33% Epoch: 455 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.109 | Train Acc: 97.35% Val. Loss: 0.178 | Val. Acc: 93.33% Epoch: 456 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.109 | Train Acc: 97.35% Val. Loss: 0.178 | Val. Acc: 93.33% Epoch: 457 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.109 | Train Acc: 97.35% Val. Loss: 0.178 | Val. Acc: 93.33% Epoch: 458 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.108 | Train Acc: 97.35% Val. Loss: 0.178 | Val. Acc: 93.33% Epoch: 459 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.108 | Train Acc: 97.35% Val. Loss: 0.178 | Val. Acc: 93.33% Epoch: 460 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.108 | Train Acc: 97.35% Val. Loss: 0.178 | Val. Acc: 93.33% Epoch: 461 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.108 | Train Acc: 97.35% Val. Loss: 0.178 | Val. Acc: 93.33% Epoch: 462 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.108 | Train Acc: 97.35% Val. Loss: 0.178 | Val. Acc: 93.33% Epoch: 463 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.107 | Train Acc: 97.35% Val. Loss: 0.178 | Val. Acc: 93.33% Epoch: 464 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.107 | Train Acc: 97.35% Val. Loss: 0.177 | Val. Acc: 93.33% Epoch: 465 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.107 | Train Acc: 97.35% Val. Loss: 0.177 | Val. Acc: 93.33% Epoch: 466 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.107 | Train Acc: 97.35% Val. Loss: 0.177 | Val. Acc: 93.33% Epoch: 467 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.106 | Train Acc: 97.35% Val. Loss: 0.177 | Val. Acc: 93.33% Epoch: 468 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.106 | Train Acc: 97.35% Val. Loss: 0.177 | Val. Acc: 93.33% Epoch: 469 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.106 | Train Acc: 97.65% Val. Loss: 0.177 | Val. Acc: 93.33% Epoch: 470 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.106 | Train Acc: 97.65% Val. Loss: 0.177 | Val. Acc: 93.33% Epoch: 471 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.106 | Train Acc: 97.65% Val. Loss: 0.177 | Val. Acc: 93.33% Epoch: 472 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.105 | Train Acc: 97.65% Val. Loss: 0.177 | Val. Acc: 93.33% Epoch: 473 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.105 | Train Acc: 97.65% Val. Loss: 0.177 | Val. Acc: 93.33% Epoch: 474 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.105 | Train Acc: 97.65% Val. Loss: 0.176 | Val. Acc: 93.33% Epoch: 475 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.105 | Train Acc: 97.65% Val. Loss: 0.176 | Val. Acc: 93.33% Epoch: 476 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.105 | Train Acc: 97.65% Val. Loss: 0.176 | Val. Acc: 93.33% Epoch: 477 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.104 | Train Acc: 97.65% Val. Loss: 0.176 | Val. Acc: 93.33% Epoch: 478 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.104 | Train Acc: 97.65% Val. Loss: 0.176 | Val. Acc: 93.33% Epoch: 479 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.104 | Train Acc: 97.65% Val. Loss: 0.176 | Val. Acc: 93.33% Epoch: 480 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.104 | Train Acc: 97.65% Val. Loss: 0.176 | Val. Acc: 93.33% Epoch: 481 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.104 | Train Acc: 97.65% Val. Loss: 0.176 | Val. Acc: 93.33% Epoch: 482 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.103 | Train Acc: 97.65% Val. Loss: 0.176 | Val. Acc: 93.33% Epoch: 483 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.103 | Train Acc: 97.65% Val. Loss: 0.176 | Val. Acc: 93.33% Epoch: 484 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.103 | Train Acc: 97.65% Val. Loss: 0.176 | Val. Acc: 93.33% Epoch: 485 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.103 | Train Acc: 97.65% Val. Loss: 0.175 | Val. Acc: 93.33% Epoch: 486 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.103 | Train Acc: 97.94% Val. Loss: 0.175 | Val. Acc: 93.33% Epoch: 487 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.102 | Train Acc: 97.94% Val. Loss: 0.175 | Val. Acc: 93.33% Epoch: 488 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.102 | Train Acc: 97.94% Val. Loss: 0.175 | Val. Acc: 93.33% Epoch: 489 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.102 | Train Acc: 97.94% Val. Loss: 0.175 | Val. Acc: 93.33% Epoch: 490 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.102 | Train Acc: 97.94% Val. Loss: 0.175 | Val. Acc: 93.33% Epoch: 491 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.102 | Train Acc: 97.94% Val. Loss: 0.175 | Val. Acc: 93.33% Epoch: 492 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.101 | Train Acc: 97.94% Val. Loss: 0.175 | Val. Acc: 93.33% Epoch: 493 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.101 | Train Acc: 97.94% Val. Loss: 0.175 | Val. Acc: 93.33% Epoch: 494 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.101 | Train Acc: 97.94% Val. Loss: 0.175 | Val. Acc: 93.33% Epoch: 495 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.101 | Train Acc: 97.94% Val. Loss: 0.175 | Val. Acc: 93.33% Epoch: 496 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.101 | Train Acc: 97.94% Val. Loss: 0.174 | Val. Acc: 93.33% Epoch: 497 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.100 | Train Acc: 97.94% Val. Loss: 0.174 | Val. Acc: 93.33% Epoch: 498 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.100 | Train Acc: 97.94% Val. Loss: 0.174 | Val. Acc: 93.33% Epoch: 499 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.100 | Train Acc: 97.94% Val. Loss: 0.174 | Val. Acc: 93.33% Epoch: 500 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.100 | Train Acc: 97.94% Val. Loss: 0.174 | Val. Acc: 93.33% Epoch: 501 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.100 | Train Acc: 97.94% Val. Loss: 0.174 | Val. Acc: 93.33% Epoch: 502 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.099 | Train Acc: 97.94% Val. Loss: 0.174 | Val. Acc: 93.33% Epoch: 503 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.099 | Train Acc: 97.94% Val. Loss: 0.174 | Val. Acc: 93.33% Epoch: 504 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.099 | Train Acc: 97.94% Val. Loss: 0.174 | Val. Acc: 93.33% Epoch: 505 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.099 | Train Acc: 97.94% Val. Loss: 0.174 | Val. Acc: 93.33% Epoch: 506 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.099 | Train Acc: 97.94% Val. Loss: 0.173 | Val. Acc: 93.33% Epoch: 507 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.098 | Train Acc: 97.94% Val. Loss: 0.173 | Val. Acc: 93.33% Epoch: 508 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.098 | Train Acc: 97.94% Val. Loss: 0.173 | Val. Acc: 93.33% Epoch: 509 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.098 | Train Acc: 97.94% Val. Loss: 0.173 | Val. Acc: 93.33% Epoch: 510 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.098 | Train Acc: 97.94% Val. Loss: 0.173 | Val. Acc: 93.33% Epoch: 511 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.098 | Train Acc: 97.94% Val. Loss: 0.173 | Val. Acc: 93.33% Epoch: 512 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.098 | Train Acc: 97.94% Val. Loss: 0.173 | Val. Acc: 93.33% Epoch: 513 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.097 | Train Acc: 97.94% Val. Loss: 0.173 | Val. Acc: 93.33% Epoch: 514 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.097 | Train Acc: 97.94% Val. Loss: 0.173 | Val. Acc: 93.33% Epoch: 515 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.097 | Train Acc: 97.94% Val. Loss: 0.173 | Val. Acc: 93.33% Epoch: 516 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.097 | Train Acc: 97.94% Val. Loss: 0.173 | Val. Acc: 93.33% Epoch: 517 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.097 | Train Acc: 97.94% Val. Loss: 0.172 | Val. Acc: 93.33% Epoch: 518 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.096 | Train Acc: 97.94% Val. Loss: 0.172 | Val. Acc: 93.33% Epoch: 519 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.096 | Train Acc: 97.94% Val. Loss: 0.172 | Val. Acc: 93.33% Epoch: 520 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.096 | Train Acc: 97.94% Val. Loss: 0.172 | Val. Acc: 93.33% Epoch: 521 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.096 | Train Acc: 97.94% Val. Loss: 0.172 | Val. Acc: 93.33% Epoch: 522 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.096 | Train Acc: 97.94% Val. Loss: 0.172 | Val. Acc: 93.33% Epoch: 523 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.095 | Train Acc: 97.94% Val. Loss: 0.172 | Val. Acc: 93.33% Epoch: 524 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.095 | Train Acc: 97.94% Val. Loss: 0.172 | Val. Acc: 93.33% Epoch: 525 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.095 | Train Acc: 97.94% Val. Loss: 0.172 | Val. Acc: 93.33% Epoch: 526 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.095 | Train Acc: 97.94% Val. Loss: 0.172 | Val. Acc: 93.33% Epoch: 527 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.095 | Train Acc: 97.94% Val. Loss: 0.171 | Val. Acc: 93.33% Epoch: 528 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.095 | Train Acc: 97.94% Val. Loss: 0.171 | Val. Acc: 93.33% Epoch: 529 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.094 | Train Acc: 97.94% Val. Loss: 0.171 | Val. Acc: 93.33% Epoch: 530 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.094 | Train Acc: 97.94% Val. Loss: 0.171 | Val. Acc: 93.33% Epoch: 531 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.094 | Train Acc: 97.94% Val. Loss: 0.171 | Val. Acc: 93.33% Epoch: 532 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.094 | Train Acc: 97.94% Val. Loss: 0.171 | Val. Acc: 93.33% Epoch: 533 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.094 | Train Acc: 97.94% Val. Loss: 0.171 | Val. Acc: 93.33% Epoch: 534 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.093 | Train Acc: 97.94% Val. Loss: 0.171 | Val. Acc: 93.33% Epoch: 535 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.093 | Train Acc: 97.94% Val. Loss: 0.171 | Val. Acc: 93.33% Epoch: 536 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.093 | Train Acc: 97.94% Val. Loss: 0.171 | Val. Acc: 93.33% Epoch: 537 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.093 | Train Acc: 97.94% Val. Loss: 0.170 | Val. Acc: 93.33% Epoch: 538 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.093 | Train Acc: 97.94% Val. Loss: 0.170 | Val. Acc: 93.33% Epoch: 539 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.092 | Train Acc: 97.94% Val. Loss: 0.170 | Val. Acc: 93.33% Epoch: 540 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.092 | Train Acc: 97.94% Val. Loss: 0.170 | Val. Acc: 93.33% Epoch: 541 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.092 | Train Acc: 97.94% Val. Loss: 0.170 | Val. Acc: 93.33% Epoch: 542 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.092 | Train Acc: 97.94% Val. Loss: 0.170 | Val. Acc: 93.33% Epoch: 543 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.092 | Train Acc: 97.94% Val. Loss: 0.170 | Val. Acc: 93.33% Epoch: 544 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.092 | Train Acc: 97.94% Val. Loss: 0.170 | Val. Acc: 93.33% Epoch: 545 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.091 | Train Acc: 97.94% Val. Loss: 0.170 | Val. Acc: 93.33% Epoch: 546 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.091 | Train Acc: 97.94% Val. Loss: 0.170 | Val. Acc: 93.33% Epoch: 547 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.091 | Train Acc: 97.94% Val. Loss: 0.169 | Val. Acc: 93.33% Epoch: 548 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.091 | Train Acc: 97.94% Val. Loss: 0.169 | Val. Acc: 93.33% Epoch: 549 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.091 | Train Acc: 97.94% Val. Loss: 0.169 | Val. Acc: 93.33% Epoch: 550 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.090 | Train Acc: 97.94% Val. Loss: 0.169 | Val. Acc: 93.33% Epoch: 551 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.090 | Train Acc: 97.94% Val. Loss: 0.169 | Val. Acc: 93.33% Epoch: 552 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.090 | Train Acc: 97.94% Val. Loss: 0.169 | Val. Acc: 93.33% Epoch: 553 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.090 | Train Acc: 97.94% Val. Loss: 0.169 | Val. Acc: 93.33% Epoch: 554 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.090 | Train Acc: 97.94% Val. Loss: 0.169 | Val. Acc: 93.33% Epoch: 555 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.090 | Train Acc: 97.94% Val. Loss: 0.169 | Val. Acc: 93.33% Epoch: 556 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.089 | Train Acc: 97.94% Val. Loss: 0.169 | Val. Acc: 93.33% Epoch: 557 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.089 | Train Acc: 97.94% Val. Loss: 0.168 | Val. Acc: 93.33% Epoch: 558 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.089 | Train Acc: 97.94% Val. Loss: 0.168 | Val. Acc: 93.33% Epoch: 559 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.089 | Train Acc: 97.94% Val. Loss: 0.168 | Val. Acc: 93.33% Epoch: 560 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.089 | Train Acc: 97.94% Val. Loss: 0.168 | Val. Acc: 93.33% Epoch: 561 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.089 | Train Acc: 97.94% Val. Loss: 0.168 | Val. Acc: 93.33% Epoch: 562 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.088 | Train Acc: 97.94% Val. Loss: 0.168 | Val. Acc: 93.33% Epoch: 563 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.088 | Train Acc: 97.94% Val. Loss: 0.168 | Val. Acc: 93.33% Epoch: 564 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.088 | Train Acc: 97.94% Val. Loss: 0.168 | Val. Acc: 93.33% Epoch: 565 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.088 | Train Acc: 97.94% Val. Loss: 0.168 | Val. Acc: 93.33% Epoch: 566 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.088 | Train Acc: 97.94% Val. Loss: 0.167 | Val. Acc: 93.33% Epoch: 567 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.087 | Train Acc: 97.94% Val. Loss: 0.167 | Val. Acc: 93.33% Epoch: 568 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.087 | Train Acc: 97.94% Val. Loss: 0.167 | Val. Acc: 93.33% Epoch: 569 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.087 | Train Acc: 97.94% Val. Loss: 0.167 | Val. Acc: 93.33% Epoch: 570 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.087 | Train Acc: 97.94% Val. Loss: 0.167 | Val. Acc: 93.33% Epoch: 571 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.087 | Train Acc: 97.94% Val. Loss: 0.167 | Val. Acc: 93.33% Epoch: 572 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.087 | Train Acc: 97.94% Val. Loss: 0.167 | Val. Acc: 93.33% Epoch: 573 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.086 | Train Acc: 97.94% Val. Loss: 0.167 | Val. Acc: 93.33% Epoch: 574 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.086 | Train Acc: 97.94% Val. Loss: 0.167 | Val. Acc: 93.33% Epoch: 575 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.086 | Train Acc: 97.94% Val. Loss: 0.167 | Val. Acc: 93.33% Epoch: 576 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.086 | Train Acc: 97.94% Val. Loss: 0.166 | Val. Acc: 93.33% Epoch: 577 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.086 | Train Acc: 97.94% Val. Loss: 0.166 | Val. Acc: 93.33% Epoch: 578 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.086 | Train Acc: 97.94% Val. Loss: 0.166 | Val. Acc: 93.33% Epoch: 579 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.085 | Train Acc: 97.94% Val. Loss: 0.166 | Val. Acc: 93.33% Epoch: 580 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.085 | Train Acc: 97.94% Val. Loss: 0.166 | Val. Acc: 93.33% Epoch: 581 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.085 | Train Acc: 97.94% Val. Loss: 0.166 | Val. Acc: 93.33% Epoch: 582 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.085 | Train Acc: 97.94% Val. Loss: 0.166 | Val. Acc: 93.33% Epoch: 583 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.085 | Train Acc: 97.94% Val. Loss: 0.166 | Val. Acc: 93.33% Epoch: 584 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.085 | Train Acc: 97.94% Val. Loss: 0.166 | Val. Acc: 93.33% Epoch: 585 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.084 | Train Acc: 97.94% Val. Loss: 0.166 | Val. Acc: 93.33% Epoch: 586 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.084 | Train Acc: 97.94% Val. Loss: 0.165 | Val. Acc: 93.33% Epoch: 587 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.084 | Train Acc: 97.94% Val. Loss: 0.165 | Val. Acc: 93.33% Epoch: 588 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.084 | Train Acc: 97.94% Val. Loss: 0.165 | Val. Acc: 93.33% Epoch: 589 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.084 | Train Acc: 97.94% Val. Loss: 0.165 | Val. Acc: 93.33% Epoch: 590 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.084 | Train Acc: 97.94% Val. Loss: 0.165 | Val. Acc: 93.33% Epoch: 591 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.083 | Train Acc: 97.94% Val. Loss: 0.165 | Val. Acc: 93.33% Epoch: 592 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.083 | Train Acc: 97.94% Val. Loss: 0.165 | Val. Acc: 93.33% Epoch: 593 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.083 | Train Acc: 97.94% Val. Loss: 0.165 | Val. Acc: 93.33% Epoch: 594 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.083 | Train Acc: 97.94% Val. Loss: 0.165 | Val. Acc: 93.33% Epoch: 595 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.083 | Train Acc: 97.94% Val. Loss: 0.164 | Val. Acc: 93.33% Epoch: 596 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.082 | Train Acc: 97.94% Val. Loss: 0.164 | Val. Acc: 93.33% Epoch: 597 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.082 | Train Acc: 97.94% Val. Loss: 0.164 | Val. Acc: 93.33% Epoch: 598 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.082 | Train Acc: 97.94% Val. Loss: 0.164 | Val. Acc: 93.33% Epoch: 599 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.082 | Train Acc: 97.94% Val. Loss: 0.164 | Val. Acc: 93.33% Epoch: 600 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.082 | Train Acc: 97.94% Val. Loss: 0.164 | Val. Acc: 93.33% Epoch: 601 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.082 | Train Acc: 97.94% Val. Loss: 0.164 | Val. Acc: 93.33% Epoch: 602 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.081 | Train Acc: 97.94% Val. Loss: 0.164 | Val. Acc: 93.33% Epoch: 603 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.081 | Train Acc: 97.94% Val. Loss: 0.164 | Val. Acc: 93.33% Epoch: 604 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.081 | Train Acc: 97.94% Val. Loss: 0.164 | Val. Acc: 93.33% Epoch: 605 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.081 | Train Acc: 97.94% Val. Loss: 0.163 | Val. Acc: 93.33% Epoch: 606 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.081 | Train Acc: 97.94% Val. Loss: 0.163 | Val. Acc: 93.33% Epoch: 607 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.081 | Train Acc: 97.94% Val. Loss: 0.163 | Val. Acc: 93.33% Epoch: 608 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.080 | Train Acc: 97.94% Val. Loss: 0.163 | Val. Acc: 93.33% Epoch: 609 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.080 | Train Acc: 97.94% Val. Loss: 0.163 | Val. Acc: 93.33% Epoch: 610 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.080 | Train Acc: 97.94% Val. Loss: 0.163 | Val. Acc: 93.33% Epoch: 611 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.080 | Train Acc: 97.94% Val. Loss: 0.163 | Val. Acc: 93.33% Epoch: 612 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.080 | Train Acc: 97.94% Val. Loss: 0.163 | Val. Acc: 93.33% Epoch: 613 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.080 | Train Acc: 97.94% Val. Loss: 0.163 | Val. Acc: 93.33% Epoch: 614 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.079 | Train Acc: 97.94% Val. Loss: 0.162 | Val. Acc: 93.33% Epoch: 615 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.079 | Train Acc: 97.94% Val. Loss: 0.162 | Val. Acc: 93.33% Epoch: 616 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.079 | Train Acc: 97.94% Val. Loss: 0.162 | Val. Acc: 93.33% Epoch: 617 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.079 | Train Acc: 97.94% Val. Loss: 0.162 | Val. Acc: 93.33% Epoch: 618 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.079 | Train Acc: 97.94% Val. Loss: 0.162 | Val. Acc: 93.33% Epoch: 619 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.079 | Train Acc: 97.94% Val. Loss: 0.162 | Val. Acc: 93.33% Epoch: 620 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.078 | Train Acc: 97.94% Val. Loss: 0.162 | Val. Acc: 93.33% Epoch: 621 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.078 | Train Acc: 97.94% Val. Loss: 0.162 | Val. Acc: 93.33% Epoch: 622 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.078 | Train Acc: 97.94% Val. Loss: 0.162 | Val. Acc: 93.33% Epoch: 623 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.078 | Train Acc: 97.94% Val. Loss: 0.162 | Val. Acc: 93.33% Epoch: 624 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.078 | Train Acc: 97.94% Val. Loss: 0.161 | Val. Acc: 93.33% Epoch: 625 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.078 | Train Acc: 97.94% Val. Loss: 0.161 | Val. Acc: 93.33% Epoch: 626 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.078 | Train Acc: 97.94% Val. Loss: 0.161 | Val. Acc: 93.33% Epoch: 627 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.077 | Train Acc: 97.94% Val. Loss: 0.161 | Val. Acc: 93.33% Epoch: 628 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.077 | Train Acc: 97.94% Val. Loss: 0.161 | Val. Acc: 93.33% Epoch: 629 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.077 | Train Acc: 97.94% Val. Loss: 0.161 | Val. Acc: 93.33% Epoch: 630 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.077 | Train Acc: 97.94% Val. Loss: 0.161 | Val. Acc: 93.33% Epoch: 631 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.077 | Train Acc: 97.94% Val. Loss: 0.161 | Val. Acc: 93.33% Epoch: 632 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.077 | Train Acc: 97.94% Val. Loss: 0.161 | Val. Acc: 93.33% Epoch: 633 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.076 | Train Acc: 97.94% Val. Loss: 0.160 | Val. Acc: 93.33% Epoch: 634 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.076 | Train Acc: 97.94% Val. Loss: 0.160 | Val. Acc: 93.33% Epoch: 635 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.076 | Train Acc: 97.94% Val. Loss: 0.160 | Val. Acc: 93.33% Epoch: 636 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.076 | Train Acc: 97.94% Val. Loss: 0.160 | Val. Acc: 93.33% Epoch: 637 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.076 | Train Acc: 97.94% Val. Loss: 0.160 | Val. Acc: 93.33% Epoch: 638 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.076 | Train Acc: 97.94% Val. Loss: 0.160 | Val. Acc: 93.33% Epoch: 639 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.075 | Train Acc: 97.94% Val. Loss: 0.160 | Val. Acc: 93.33% Epoch: 640 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.075 | Train Acc: 97.94% Val. Loss: 0.160 | Val. Acc: 93.33% Epoch: 641 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.075 | Train Acc: 97.94% Val. Loss: 0.160 | Val. Acc: 93.33% Epoch: 642 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.075 | Train Acc: 97.94% Val. Loss: 0.160 | Val. Acc: 93.33% Epoch: 643 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.075 | Train Acc: 97.94% Val. Loss: 0.159 | Val. Acc: 93.33% Epoch: 644 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.075 | Train Acc: 97.94% Val. Loss: 0.159 | Val. Acc: 93.33% Epoch: 645 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.074 | Train Acc: 97.94% Val. Loss: 0.159 | Val. Acc: 93.33% Epoch: 646 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.074 | Train Acc: 97.94% Val. Loss: 0.159 | Val. Acc: 93.33% Epoch: 647 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.074 | Train Acc: 97.94% Val. Loss: 0.159 | Val. Acc: 93.33% Epoch: 648 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.074 | Train Acc: 97.94% Val. Loss: 0.159 | Val. Acc: 93.33% Epoch: 649 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.074 | Train Acc: 97.94% Val. Loss: 0.159 | Val. Acc: 93.33% Epoch: 650 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.074 | Train Acc: 97.94% Val. Loss: 0.159 | Val. Acc: 93.33% Epoch: 651 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.074 | Train Acc: 97.94% Val. Loss: 0.159 | Val. Acc: 93.33% Epoch: 652 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.073 | Train Acc: 97.94% Val. Loss: 0.159 | Val. Acc: 93.33% Epoch: 653 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.073 | Train Acc: 97.94% Val. Loss: 0.158 | Val. Acc: 93.33% Epoch: 654 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.073 | Train Acc: 97.94% Val. Loss: 0.158 | Val. Acc: 93.33% Epoch: 655 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.073 | Train Acc: 97.94% Val. Loss: 0.158 | Val. Acc: 93.33% Epoch: 656 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.073 | Train Acc: 97.94% Val. Loss: 0.158 | Val. Acc: 93.33% Epoch: 657 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.073 | Train Acc: 97.94% Val. Loss: 0.158 | Val. Acc: 93.33% Epoch: 658 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.072 | Train Acc: 97.94% Val. Loss: 0.158 | Val. Acc: 93.33% Epoch: 659 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.072 | Train Acc: 97.94% Val. Loss: 0.158 | Val. Acc: 93.33% Epoch: 660 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.072 | Train Acc: 97.94% Val. Loss: 0.158 | Val. Acc: 93.33% Epoch: 661 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.072 | Train Acc: 97.94% Val. Loss: 0.158 | Val. Acc: 93.33% Epoch: 662 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.072 | Train Acc: 97.94% Val. Loss: 0.158 | Val. Acc: 93.33% Epoch: 663 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.072 | Train Acc: 97.94% Val. Loss: 0.157 | Val. Acc: 93.33% Epoch: 664 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.071 | Train Acc: 97.94% Val. Loss: 0.157 | Val. Acc: 93.33% Epoch: 665 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.071 | Train Acc: 97.94% Val. Loss: 0.157 | Val. Acc: 93.33% Epoch: 666 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.071 | Train Acc: 97.94% Val. Loss: 0.157 | Val. Acc: 93.33% Epoch: 667 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.071 | Train Acc: 97.94% Val. Loss: 0.157 | Val. Acc: 93.33% Epoch: 668 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.071 | Train Acc: 97.94% Val. Loss: 0.157 | Val. Acc: 93.33% Epoch: 669 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.071 | Train Acc: 97.94% Val. Loss: 0.157 | Val. Acc: 93.33% Epoch: 670 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.071 | Train Acc: 97.94% Val. Loss: 0.157 | Val. Acc: 93.33% Epoch: 671 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.070 | Train Acc: 97.94% Val. Loss: 0.157 | Val. Acc: 93.33% Epoch: 672 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.070 | Train Acc: 97.94% Val. Loss: 0.157 | Val. Acc: 93.33% Epoch: 673 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.070 | Train Acc: 97.94% Val. Loss: 0.156 | Val. Acc: 93.33% Epoch: 674 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.070 | Train Acc: 97.94% Val. Loss: 0.156 | Val. Acc: 93.33% Epoch: 675 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.070 | Train Acc: 97.94% Val. Loss: 0.156 | Val. Acc: 93.33% Epoch: 676 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.070 | Train Acc: 97.94% Val. Loss: 0.156 | Val. Acc: 93.33% Epoch: 677 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.069 | Train Acc: 97.94% Val. Loss: 0.156 | Val. Acc: 93.33% Epoch: 678 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.069 | Train Acc: 97.94% Val. Loss: 0.156 | Val. Acc: 93.33% Epoch: 679 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.069 | Train Acc: 97.94% Val. Loss: 0.156 | Val. Acc: 93.33% Epoch: 680 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.069 | Train Acc: 97.94% Val. Loss: 0.156 | Val. Acc: 93.33% Epoch: 681 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.069 | Train Acc: 97.94% Val. Loss: 0.156 | Val. Acc: 93.33% Epoch: 682 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.069 | Train Acc: 97.94% Val. Loss: 0.156 | Val. Acc: 93.33% Epoch: 683 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.069 | Train Acc: 97.94% Val. Loss: 0.155 | Val. Acc: 93.33% Epoch: 684 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.068 | Train Acc: 97.94% Val. Loss: 0.155 | Val. Acc: 93.33% Epoch: 685 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.068 | Train Acc: 97.94% Val. Loss: 0.155 | Val. Acc: 93.33% Epoch: 686 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.068 | Train Acc: 97.94% Val. Loss: 0.155 | Val. Acc: 93.33% Epoch: 687 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.068 | Train Acc: 97.94% Val. Loss: 0.155 | Val. Acc: 93.33% Epoch: 688 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.068 | Train Acc: 97.94% Val. Loss: 0.155 | Val. Acc: 93.33% Epoch: 689 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.068 | Train Acc: 97.94% Val. Loss: 0.155 | Val. Acc: 93.33% Epoch: 690 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.067 | Train Acc: 97.94% Val. Loss: 0.155 | Val. Acc: 93.33% Epoch: 691 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.067 | Train Acc: 97.94% Val. Loss: 0.155 | Val. Acc: 93.33% Epoch: 692 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.067 | Train Acc: 97.94% Val. Loss: 0.155 | Val. Acc: 93.33% Epoch: 693 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.067 | Train Acc: 97.94% Val. Loss: 0.154 | Val. Acc: 93.33% Epoch: 694 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.067 | Train Acc: 97.94% Val. Loss: 0.154 | Val. Acc: 93.33% Epoch: 695 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.067 | Train Acc: 97.94% Val. Loss: 0.154 | Val. Acc: 93.33% Epoch: 696 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.067 | Train Acc: 97.94% Val. Loss: 0.154 | Val. Acc: 93.33% Epoch: 697 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.066 | Train Acc: 97.94% Val. Loss: 0.154 | Val. Acc: 93.33% Epoch: 698 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.066 | Train Acc: 97.94% Val. Loss: 0.154 | Val. Acc: 93.33% Epoch: 699 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.066 | Train Acc: 97.94% Val. Loss: 0.154 | Val. Acc: 93.33% Epoch: 700 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.066 | Train Acc: 97.94% Val. Loss: 0.154 | Val. Acc: 93.33% Epoch: 701 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.066 | Train Acc: 97.94% Val. Loss: 0.154 | Val. Acc: 93.33% Epoch: 702 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.066 | Train Acc: 97.94% Val. Loss: 0.154 | Val. Acc: 93.33% Epoch: 703 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.066 | Train Acc: 97.94% Val. Loss: 0.154 | Val. Acc: 93.33% Epoch: 704 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.065 | Train Acc: 97.94% Val. Loss: 0.153 | Val. Acc: 93.33% Epoch: 705 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.065 | Train Acc: 97.94% Val. Loss: 0.153 | Val. Acc: 93.33% Epoch: 706 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.065 | Train Acc: 97.94% Val. Loss: 0.153 | Val. Acc: 93.33% Epoch: 707 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.065 | Train Acc: 97.94% Val. Loss: 0.153 | Val. Acc: 93.33% Epoch: 708 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.065 | Train Acc: 97.94% Val. Loss: 0.153 | Val. Acc: 93.33% Epoch: 709 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.065 | Train Acc: 97.94% Val. Loss: 0.153 | Val. Acc: 93.33% Epoch: 710 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.064 | Train Acc: 97.94% Val. Loss: 0.153 | Val. Acc: 93.33% Epoch: 711 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.064 | Train Acc: 97.94% Val. Loss: 0.153 | Val. Acc: 93.33% Epoch: 712 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.064 | Train Acc: 97.94% Val. Loss: 0.153 | Val. Acc: 93.33% Epoch: 713 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.064 | Train Acc: 97.94% Val. Loss: 0.153 | Val. Acc: 93.33% Epoch: 714 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.064 | Train Acc: 97.94% Val. Loss: 0.152 | Val. Acc: 93.33% Epoch: 715 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.064 | Train Acc: 97.94% Val. Loss: 0.152 | Val. Acc: 93.33% Epoch: 716 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.064 | Train Acc: 97.94% Val. Loss: 0.152 | Val. Acc: 93.33% Epoch: 717 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.063 | Train Acc: 97.94% Val. Loss: 0.152 | Val. Acc: 93.33% Epoch: 718 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.063 | Train Acc: 97.94% Val. Loss: 0.152 | Val. Acc: 93.33% Epoch: 719 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.063 | Train Acc: 97.94% Val. Loss: 0.152 | Val. Acc: 93.33% Epoch: 720 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.063 | Train Acc: 97.94% Val. Loss: 0.152 | Val. Acc: 93.33% Epoch: 721 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.063 | Train Acc: 97.94% Val. Loss: 0.152 | Val. Acc: 93.33% Epoch: 722 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.063 | Train Acc: 97.94% Val. Loss: 0.152 | Val. Acc: 93.33% Epoch: 723 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.063 | Train Acc: 97.94% Val. Loss: 0.152 | Val. Acc: 93.33% Epoch: 724 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.062 | Train Acc: 97.94% Val. Loss: 0.152 | Val. Acc: 93.33% Epoch: 725 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.062 | Train Acc: 97.94% Val. Loss: 0.151 | Val. Acc: 93.33% Epoch: 726 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.062 | Train Acc: 97.94% Val. Loss: 0.151 | Val. Acc: 93.33% Epoch: 727 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.062 | Train Acc: 97.94% Val. Loss: 0.151 | Val. Acc: 93.33% Epoch: 728 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.062 | Train Acc: 97.94% Val. Loss: 0.151 | Val. Acc: 93.33% Epoch: 729 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.062 | Train Acc: 97.94% Val. Loss: 0.151 | Val. Acc: 93.33% Epoch: 730 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.062 | Train Acc: 97.94% Val. Loss: 0.151 | Val. Acc: 93.33% Epoch: 731 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.061 | Train Acc: 97.94% Val. Loss: 0.151 | Val. Acc: 93.33% Epoch: 732 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.061 | Train Acc: 97.94% Val. Loss: 0.151 | Val. Acc: 93.33% Epoch: 733 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.061 | Train Acc: 97.94% Val. Loss: 0.151 | Val. Acc: 93.33% Epoch: 734 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.061 | Train Acc: 97.94% Val. Loss: 0.151 | Val. Acc: 93.33% Epoch: 735 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.061 | Train Acc: 97.94% Val. Loss: 0.151 | Val. Acc: 93.33% Epoch: 736 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.061 | Train Acc: 97.94% Val. Loss: 0.150 | Val. Acc: 93.33% Epoch: 737 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.061 | Train Acc: 97.94% Val. Loss: 0.150 | Val. Acc: 93.33% Epoch: 738 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.060 | Train Acc: 97.94% Val. Loss: 0.150 | Val. Acc: 93.33% Epoch: 739 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.060 | Train Acc: 97.94% Val. Loss: 0.150 | Val. Acc: 93.33% Epoch: 740 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.060 | Train Acc: 97.94% Val. Loss: 0.150 | Val. Acc: 93.33% Epoch: 741 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.060 | Train Acc: 97.94% Val. Loss: 0.150 | Val. Acc: 93.33% Epoch: 742 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.060 | Train Acc: 97.94% Val. Loss: 0.150 | Val. Acc: 93.33% Epoch: 743 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.060 | Train Acc: 97.94% Val. Loss: 0.150 | Val. Acc: 93.33% Epoch: 744 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.060 | Train Acc: 97.94% Val. Loss: 0.150 | Val. Acc: 93.33% Epoch: 745 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.059 | Train Acc: 97.94% Val. Loss: 0.150 | Val. Acc: 93.33% Epoch: 746 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.059 | Train Acc: 97.94% Val. Loss: 0.150 | Val. Acc: 93.33% Epoch: 747 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.059 | Train Acc: 97.94% Val. Loss: 0.149 | Val. Acc: 93.33% Epoch: 748 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.059 | Train Acc: 97.94% Val. Loss: 0.149 | Val. Acc: 93.33% Epoch: 749 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.059 | Train Acc: 97.94% Val. Loss: 0.149 | Val. Acc: 93.33% Epoch: 750 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.059 | Train Acc: 97.94% Val. Loss: 0.149 | Val. Acc: 93.33% Epoch: 751 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.059 | Train Acc: 97.94% Val. Loss: 0.149 | Val. Acc: 93.33% Epoch: 752 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.058 | Train Acc: 97.94% Val. Loss: 0.149 | Val. Acc: 93.33% Epoch: 753 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.058 | Train Acc: 97.94% Val. Loss: 0.149 | Val. Acc: 93.33% Epoch: 754 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.058 | Train Acc: 97.94% Val. Loss: 0.149 | Val. Acc: 93.33% Epoch: 755 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.058 | Train Acc: 97.94% Val. Loss: 0.149 | Val. Acc: 93.33% Epoch: 756 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.058 | Train Acc: 97.94% Val. Loss: 0.149 | Val. Acc: 93.33% Epoch: 757 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.058 | Train Acc: 97.94% Val. Loss: 0.149 | Val. Acc: 93.33% Epoch: 758 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.058 | Train Acc: 97.94% Val. Loss: 0.149 | Val. Acc: 93.33% Epoch: 759 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.058 | Train Acc: 97.94% Val. Loss: 0.148 | Val. Acc: 93.33% Epoch: 760 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.057 | Train Acc: 97.94% Val. Loss: 0.148 | Val. Acc: 93.33% Epoch: 761 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.057 | Train Acc: 97.94% Val. Loss: 0.148 | Val. Acc: 93.33% Epoch: 762 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.057 | Train Acc: 97.94% Val. Loss: 0.148 | Val. Acc: 93.33% Epoch: 763 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.057 | Train Acc: 97.94% Val. Loss: 0.148 | Val. Acc: 93.33% Epoch: 764 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.057 | Train Acc: 97.94% Val. Loss: 0.148 | Val. Acc: 93.33% Epoch: 765 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.057 | Train Acc: 97.94% Val. Loss: 0.148 | Val. Acc: 93.33% Epoch: 766 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.057 | Train Acc: 97.94% Val. Loss: 0.148 | Val. Acc: 93.33% Epoch: 767 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.056 | Train Acc: 97.94% Val. Loss: 0.148 | Val. Acc: 93.33% Epoch: 768 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.056 | Train Acc: 97.94% Val. Loss: 0.148 | Val. Acc: 93.33% Epoch: 769 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.056 | Train Acc: 97.94% Val. Loss: 0.148 | Val. Acc: 93.33% Epoch: 770 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.056 | Train Acc: 97.94% Val. Loss: 0.148 | Val. Acc: 93.33% Epoch: 771 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.056 | Train Acc: 97.94% Val. Loss: 0.147 | Val. Acc: 93.33% Epoch: 772 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.056 | Train Acc: 97.94% Val. Loss: 0.147 | Val. Acc: 93.33% Epoch: 773 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.056 | Train Acc: 97.94% Val. Loss: 0.147 | Val. Acc: 93.33% Epoch: 774 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.056 | Train Acc: 97.94% Val. Loss: 0.147 | Val. Acc: 93.33% Epoch: 775 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.055 | Train Acc: 97.94% Val. Loss: 0.147 | Val. Acc: 93.33% Epoch: 776 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.055 | Train Acc: 97.94% Val. Loss: 0.147 | Val. Acc: 93.33% Epoch: 777 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.055 | Train Acc: 97.94% Val. Loss: 0.147 | Val. Acc: 93.33% Epoch: 778 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.055 | Train Acc: 97.94% Val. Loss: 0.147 | Val. Acc: 93.33% Epoch: 779 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.055 | Train Acc: 97.94% Val. Loss: 0.147 | Val. Acc: 93.33% Epoch: 780 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.055 | Train Acc: 97.94% Val. Loss: 0.147 | Val. Acc: 93.33% Epoch: 781 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.055 | Train Acc: 97.94% Val. Loss: 0.147 | Val. Acc: 93.33% Epoch: 782 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.054 | Train Acc: 97.94% Val. Loss: 0.147 | Val. Acc: 93.33% Epoch: 783 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.054 | Train Acc: 97.94% Val. Loss: 0.146 | Val. Acc: 93.33% Epoch: 784 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.054 | Train Acc: 97.94% Val. Loss: 0.146 | Val. Acc: 93.33% Epoch: 785 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.054 | Train Acc: 97.94% Val. Loss: 0.146 | Val. Acc: 93.33% Epoch: 786 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.054 | Train Acc: 97.94% Val. Loss: 0.146 | Val. Acc: 93.33% Epoch: 787 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.054 | Train Acc: 97.94% Val. Loss: 0.146 | Val. Acc: 93.33% Epoch: 788 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.054 | Train Acc: 97.94% Val. Loss: 0.146 | Val. Acc: 93.33% Epoch: 789 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.054 | Train Acc: 97.94% Val. Loss: 0.146 | Val. Acc: 93.33% Epoch: 790 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.053 | Train Acc: 97.94% Val. Loss: 0.146 | Val. Acc: 93.33% Epoch: 791 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.053 | Train Acc: 97.94% Val. Loss: 0.146 | Val. Acc: 93.33% Epoch: 792 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.053 | Train Acc: 97.94% Val. Loss: 0.146 | Val. Acc: 93.33% Epoch: 793 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.053 | Train Acc: 97.94% Val. Loss: 0.146 | Val. Acc: 93.33% Epoch: 794 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.053 | Train Acc: 97.94% Val. Loss: 0.146 | Val. Acc: 93.33% Epoch: 795 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.053 | Train Acc: 97.94% Val. Loss: 0.146 | Val. Acc: 93.33% Epoch: 796 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.053 | Train Acc: 97.94% Val. Loss: 0.146 | Val. Acc: 93.33% Epoch: 797 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.053 | Train Acc: 97.94% Val. Loss: 0.145 | Val. Acc: 93.33% Epoch: 798 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.052 | Train Acc: 97.94% Val. Loss: 0.145 | Val. Acc: 93.33% Epoch: 799 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.052 | Train Acc: 97.94% Val. Loss: 0.145 | Val. Acc: 94.44% Epoch: 800 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.052 | Train Acc: 97.94% Val. Loss: 0.145 | Val. Acc: 94.44% Epoch: 801 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.052 | Train Acc: 97.94% Val. Loss: 0.145 | Val. Acc: 94.44% Epoch: 802 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.052 | Train Acc: 97.94% Val. Loss: 0.145 | Val. Acc: 94.44% Epoch: 803 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.052 | Train Acc: 97.94% Val. Loss: 0.145 | Val. Acc: 94.44% Epoch: 804 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.052 | Train Acc: 97.94% Val. Loss: 0.145 | Val. Acc: 94.44% Epoch: 805 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.052 | Train Acc: 97.94% Val. Loss: 0.145 | Val. Acc: 94.44% Epoch: 806 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.051 | Train Acc: 97.94% Val. Loss: 0.145 | Val. Acc: 94.44% Epoch: 807 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.051 | Train Acc: 97.94% Val. Loss: 0.145 | Val. Acc: 94.44% Epoch: 808 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.051 | Train Acc: 97.94% Val. Loss: 0.145 | Val. Acc: 94.44% Epoch: 809 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.051 | Train Acc: 97.94% Val. Loss: 0.145 | Val. Acc: 94.44% Epoch: 810 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.051 | Train Acc: 97.94% Val. Loss: 0.145 | Val. Acc: 94.44% Epoch: 811 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.051 | Train Acc: 97.94% Val. Loss: 0.145 | Val. Acc: 94.44% Epoch: 812 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.051 | Train Acc: 97.94% Val. Loss: 0.144 | Val. Acc: 94.44% Epoch: 813 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.051 | Train Acc: 97.94% Val. Loss: 0.144 | Val. Acc: 94.44% Epoch: 814 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.050 | Train Acc: 97.94% Val. Loss: 0.144 | Val. Acc: 94.44% Epoch: 815 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.050 | Train Acc: 97.94% Val. Loss: 0.144 | Val. Acc: 94.44% Epoch: 816 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.050 | Train Acc: 98.24% Val. Loss: 0.144 | Val. Acc: 94.44% Epoch: 817 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.050 | Train Acc: 98.24% Val. Loss: 0.144 | Val. Acc: 94.44% Epoch: 818 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.050 | Train Acc: 98.24% Val. Loss: 0.144 | Val. Acc: 94.44% Epoch: 819 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.050 | Train Acc: 98.24% Val. Loss: 0.144 | Val. Acc: 94.44% Epoch: 820 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.050 | Train Acc: 98.24% Val. Loss: 0.144 | Val. Acc: 94.44% Epoch: 821 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.050 | Train Acc: 98.24% Val. Loss: 0.144 | Val. Acc: 94.44% Epoch: 822 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.049 | Train Acc: 98.24% Val. Loss: 0.144 | Val. Acc: 94.44% Epoch: 823 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.049 | Train Acc: 98.24% Val. Loss: 0.144 | Val. Acc: 94.44% Epoch: 824 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.049 | Train Acc: 98.24% Val. Loss: 0.144 | Val. Acc: 94.44% Epoch: 825 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.049 | Train Acc: 98.24% Val. Loss: 0.144 | Val. Acc: 94.44% Epoch: 826 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.049 | Train Acc: 98.24% Val. Loss: 0.144 | Val. Acc: 94.44% Epoch: 827 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.049 | Train Acc: 98.24% Val. Loss: 0.144 | Val. Acc: 94.44% Epoch: 828 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.049 | Train Acc: 98.24% Val. Loss: 0.144 | Val. Acc: 94.44% Epoch: 829 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.049 | Train Acc: 98.24% Val. Loss: 0.143 | Val. Acc: 94.44% Epoch: 830 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.049 | Train Acc: 98.24% Val. Loss: 0.143 | Val. Acc: 94.44% Epoch: 831 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.048 | Train Acc: 98.24% Val. Loss: 0.143 | Val. Acc: 94.44% Epoch: 832 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.048 | Train Acc: 98.24% Val. Loss: 0.143 | Val. Acc: 94.44% Epoch: 833 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.048 | Train Acc: 98.24% Val. Loss: 0.143 | Val. Acc: 94.44% Epoch: 834 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.048 | Train Acc: 98.24% Val. Loss: 0.143 | Val. Acc: 94.44% Epoch: 835 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.048 | Train Acc: 98.24% Val. Loss: 0.143 | Val. Acc: 94.44% Epoch: 836 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.048 | Train Acc: 98.24% Val. Loss: 0.143 | Val. Acc: 94.44% Epoch: 837 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.048 | Train Acc: 98.24% Val. Loss: 0.143 | Val. Acc: 94.44% Epoch: 838 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.048 | Train Acc: 98.24% Val. Loss: 0.143 | Val. Acc: 94.44% Epoch: 839 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.048 | Train Acc: 98.24% Val. Loss: 0.143 | Val. Acc: 94.44% Epoch: 840 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.047 | Train Acc: 98.24% Val. Loss: 0.143 | Val. Acc: 94.44% Epoch: 841 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.047 | Train Acc: 98.24% Val. Loss: 0.143 | Val. Acc: 94.44% Epoch: 842 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.047 | Train Acc: 98.24% Val. Loss: 0.143 | Val. Acc: 94.44% Epoch: 843 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.047 | Train Acc: 98.24% Val. Loss: 0.143 | Val. Acc: 94.44% Epoch: 844 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.047 | Train Acc: 98.24% Val. Loss: 0.143 | Val. Acc: 94.44% Epoch: 845 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.047 | Train Acc: 98.24% Val. Loss: 0.143 | Val. Acc: 94.44% Epoch: 846 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.047 | Train Acc: 98.24% Val. Loss: 0.143 | Val. Acc: 94.44% Epoch: 847 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.047 | Train Acc: 98.24% Val. Loss: 0.143 | Val. Acc: 94.44% Epoch: 848 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.047 | Train Acc: 98.24% Val. Loss: 0.142 | Val. Acc: 94.44% Epoch: 849 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.046 | Train Acc: 98.24% Val. Loss: 0.142 | Val. Acc: 94.44% Epoch: 850 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.046 | Train Acc: 98.24% Val. Loss: 0.142 | Val. Acc: 94.44% Epoch: 851 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.046 | Train Acc: 98.24% Val. Loss: 0.142 | Val. Acc: 94.44% Epoch: 852 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.046 | Train Acc: 98.24% Val. Loss: 0.142 | Val. Acc: 94.44% Epoch: 853 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.046 | Train Acc: 98.24% Val. Loss: 0.142 | Val. Acc: 94.44% Epoch: 854 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.046 | Train Acc: 98.24% Val. Loss: 0.142 | Val. Acc: 94.44% Epoch: 855 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.046 | Train Acc: 98.24% Val. Loss: 0.142 | Val. Acc: 94.44% Epoch: 856 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.046 | Train Acc: 98.24% Val. Loss: 0.142 | Val. Acc: 94.44% Epoch: 857 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.046 | Train Acc: 98.24% Val. Loss: 0.142 | Val. Acc: 94.44% Epoch: 858 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.045 | Train Acc: 98.24% Val. Loss: 0.142 | Val. Acc: 94.44% Epoch: 859 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.045 | Train Acc: 98.24% Val. Loss: 0.142 | Val. Acc: 94.44% Epoch: 860 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.045 | Train Acc: 98.24% Val. Loss: 0.142 | Val. Acc: 94.44% Epoch: 861 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.045 | Train Acc: 98.24% Val. Loss: 0.142 | Val. Acc: 94.44% Epoch: 862 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.045 | Train Acc: 98.53% Val. Loss: 0.142 | Val. Acc: 95.56% Epoch: 863 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.045 | Train Acc: 98.82% Val. Loss: 0.142 | Val. Acc: 95.56% Epoch: 864 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.045 | Train Acc: 99.12% Val. Loss: 0.142 | Val. Acc: 95.56% Epoch: 865 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.045 | Train Acc: 99.12% Val. Loss: 0.142 | Val. Acc: 95.56% Epoch: 866 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.045 | Train Acc: 99.12% Val. Loss: 0.142 | Val. Acc: 95.56% Epoch: 867 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.044 | Train Acc: 99.12% Val. Loss: 0.142 | Val. Acc: 95.56% Epoch: 868 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.044 | Train Acc: 99.12% Val. Loss: 0.142 | Val. Acc: 95.56% Epoch: 869 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.044 | Train Acc: 99.12% Val. Loss: 0.142 | Val. Acc: 95.56% Epoch: 870 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.044 | Train Acc: 99.12% Val. Loss: 0.142 | Val. Acc: 95.56% Epoch: 871 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.044 | Train Acc: 99.12% Val. Loss: 0.142 | Val. Acc: 95.56% Epoch: 872 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.044 | Train Acc: 99.12% Val. Loss: 0.142 | Val. Acc: 95.56% Epoch: 873 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.044 | Train Acc: 99.12% Val. Loss: 0.141 | Val. Acc: 95.56% Epoch: 874 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.044 | Train Acc: 99.12% Val. Loss: 0.141 | Val. Acc: 95.56% Epoch: 875 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.044 | Train Acc: 99.12% Val. Loss: 0.141 | Val. Acc: 95.56% Epoch: 876 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.044 | Train Acc: 99.12% Val. Loss: 0.141 | Val. Acc: 95.56% Epoch: 877 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.043 | Train Acc: 99.12% Val. Loss: 0.141 | Val. Acc: 95.56% Epoch: 878 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.043 | Train Acc: 99.12% Val. Loss: 0.141 | Val. Acc: 95.56% Epoch: 879 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.043 | Train Acc: 99.12% Val. Loss: 0.141 | Val. Acc: 95.56% Epoch: 880 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.043 | Train Acc: 99.12% Val. Loss: 0.141 | Val. Acc: 95.56% Epoch: 881 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.043 | Train Acc: 99.12% Val. Loss: 0.141 | Val. Acc: 95.56% Epoch: 882 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.043 | Train Acc: 99.12% Val. Loss: 0.141 | Val. Acc: 95.56% Epoch: 883 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.043 | Train Acc: 99.12% Val. Loss: 0.141 | Val. Acc: 95.56% Epoch: 884 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.043 | Train Acc: 99.12% Val. Loss: 0.141 | Val. Acc: 95.56% Epoch: 885 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.043 | Train Acc: 99.12% Val. Loss: 0.141 | Val. Acc: 95.56% Epoch: 886 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.043 | Train Acc: 99.12% Val. Loss: 0.141 | Val. Acc: 95.56% Epoch: 887 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.042 | Train Acc: 99.12% Val. Loss: 0.141 | Val. Acc: 95.56% Epoch: 888 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.042 | Train Acc: 99.41% Val. Loss: 0.141 | Val. Acc: 95.56% Epoch: 889 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.042 | Train Acc: 99.41% Val. Loss: 0.141 | Val. Acc: 95.56% Epoch: 890 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.042 | Train Acc: 99.41% Val. Loss: 0.141 | Val. Acc: 95.56% Epoch: 891 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.042 | Train Acc: 99.41% Val. Loss: 0.141 | Val. Acc: 95.56% Epoch: 892 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.042 | Train Acc: 99.41% Val. Loss: 0.141 | Val. Acc: 95.56% Epoch: 893 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.042 | Train Acc: 99.41% Val. Loss: 0.141 | Val. Acc: 95.56% Epoch: 894 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.042 | Train Acc: 99.41% Val. Loss: 0.141 | Val. Acc: 95.56% Epoch: 895 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.042 | Train Acc: 99.41% Val. Loss: 0.141 | Val. Acc: 95.56% Epoch: 896 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.042 | Train Acc: 99.41% Val. Loss: 0.141 | Val. Acc: 95.56% Epoch: 897 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.041 | Train Acc: 99.41% Val. Loss: 0.141 | Val. Acc: 95.56% Epoch: 898 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.041 | Train Acc: 99.41% Val. Loss: 0.141 | Val. Acc: 95.56% Epoch: 899 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.041 | Train Acc: 99.41% Val. Loss: 0.141 | Val. Acc: 95.56% Epoch: 900 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.041 | Train Acc: 99.41% Val. Loss: 0.141 | Val. Acc: 95.56% Epoch: 901 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.041 | Train Acc: 99.41% Val. Loss: 0.141 | Val. Acc: 95.56% Epoch: 902 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.041 | Train Acc: 99.41% Val. Loss: 0.141 | Val. Acc: 95.56% Epoch: 903 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.041 | Train Acc: 99.41% Val. Loss: 0.141 | Val. Acc: 95.56% Epoch: 904 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.041 | Train Acc: 99.41% Val. Loss: 0.141 | Val. Acc: 95.56% Epoch: 905 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.041 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 906 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.041 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 907 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.040 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 908 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.040 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 909 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.040 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 910 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.040 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 911 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.040 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 912 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.040 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 913 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.040 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 914 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.040 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 915 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.040 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 916 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.040 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 917 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.040 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 918 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.039 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 919 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.039 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 920 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.039 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 921 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.039 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 922 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.039 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 923 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.039 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 924 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.039 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 925 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.039 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 926 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.039 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 927 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.039 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 928 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.039 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 929 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.038 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 930 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.038 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 931 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.038 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 932 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.038 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 933 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.038 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 934 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.038 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 935 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.038 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 936 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.038 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 937 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.038 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 938 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.038 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 939 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.038 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 940 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.038 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 941 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.037 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 942 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.037 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 943 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.037 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 944 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.037 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 945 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.037 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 946 | Epoch Time: 0m 0s | Early_Stopping: 1/5. Train Loss: 0.037 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 947 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.037 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 948 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.037 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 949 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.037 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 950 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.037 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 951 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.037 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 952 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.037 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 953 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.036 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 954 | Epoch Time: 0m 0s | Early_Stopping: 1/5. Train Loss: 0.036 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 955 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.036 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 956 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.036 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 957 | Epoch Time: 0m 0s | Early_Stopping: 1/5. Train Loss: 0.036 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 958 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.036 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 959 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.036 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 960 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.036 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 961 | Epoch Time: 0m 0s | Early_Stopping: 1/5. Train Loss: 0.036 | Train Acc: 99.41% Val. Loss: 0.140 | Val. Acc: 95.56% Epoch: 962 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.036 | Train Acc: 99.41% Val. Loss: 0.139 | Val. Acc: 95.56% Epoch: 963 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.036 | Train Acc: 99.41% Val. Loss: 0.139 | Val. Acc: 95.56% Epoch: 964 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.036 | Train Acc: 99.41% Val. Loss: 0.139 | Val. Acc: 95.56% Epoch: 965 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.035 | Train Acc: 99.41% Val. Loss: 0.139 | Val. Acc: 95.56% Epoch: 966 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.035 | Train Acc: 99.41% Val. Loss: 0.139 | Val. Acc: 95.56% Epoch: 967 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.035 | Train Acc: 99.41% Val. Loss: 0.139 | Val. Acc: 95.56% Epoch: 968 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.035 | Train Acc: 99.41% Val. Loss: 0.139 | Val. Acc: 95.56% Epoch: 969 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.035 | Train Acc: 99.41% Val. Loss: 0.139 | Val. Acc: 95.56% Epoch: 970 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.035 | Train Acc: 99.41% Val. Loss: 0.139 | Val. Acc: 95.56% Epoch: 971 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.035 | Train Acc: 99.41% Val. Loss: 0.139 | Val. Acc: 95.56% Epoch: 972 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.035 | Train Acc: 99.41% Val. Loss: 0.139 | Val. Acc: 95.56% Epoch: 973 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.035 | Train Acc: 99.41% Val. Loss: 0.139 | Val. Acc: 95.56% Epoch: 974 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.035 | Train Acc: 99.41% Val. Loss: 0.139 | Val. Acc: 95.56% Epoch: 975 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.035 | Train Acc: 99.41% Val. Loss: 0.139 | Val. Acc: 95.56% Epoch: 976 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.035 | Train Acc: 99.41% Val. Loss: 0.139 | Val. Acc: 95.56% Epoch: 977 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.035 | Train Acc: 99.41% Val. Loss: 0.139 | Val. Acc: 95.56% Epoch: 978 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.034 | Train Acc: 99.41% Val. Loss: 0.139 | Val. Acc: 95.56% Epoch: 979 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.034 | Train Acc: 99.41% Val. Loss: 0.139 | Val. Acc: 95.56% Epoch: 980 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.034 | Train Acc: 99.41% Val. Loss: 0.139 | Val. Acc: 95.56% Epoch: 981 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.034 | Train Acc: 99.41% Val. Loss: 0.139 | Val. Acc: 95.56% Epoch: 982 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.034 | Train Acc: 99.41% Val. Loss: 0.139 | Val. Acc: 95.56% Epoch: 983 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.034 | Train Acc: 99.41% Val. Loss: 0.139 | Val. Acc: 95.56% Epoch: 984 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.034 | Train Acc: 99.41% Val. Loss: 0.139 | Val. Acc: 95.56% Epoch: 985 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.034 | Train Acc: 99.41% Val. Loss: 0.139 | Val. Acc: 95.56% Epoch: 986 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.034 | Train Acc: 99.41% Val. Loss: 0.139 | Val. Acc: 95.56% Epoch: 987 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.034 | Train Acc: 99.41% Val. Loss: 0.139 | Val. Acc: 95.56% Epoch: 988 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.034 | Train Acc: 99.41% Val. Loss: 0.139 | Val. Acc: 95.56% Epoch: 989 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.034 | Train Acc: 99.41% Val. Loss: 0.139 | Val. Acc: 95.56% Epoch: 990 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.034 | Train Acc: 99.41% Val. Loss: 0.139 | Val. Acc: 95.56% Epoch: 991 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.033 | Train Acc: 99.41% Val. Loss: 0.139 | Val. Acc: 95.56% Epoch: 992 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.033 | Train Acc: 99.41% Val. Loss: 0.139 | Val. Acc: 95.56% Epoch: 993 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.033 | Train Acc: 99.41% Val. Loss: 0.139 | Val. Acc: 95.56% Epoch: 994 | Epoch Time: 0m 0s | Early_Stopping: 1/5. Train Loss: 0.033 | Train Acc: 99.41% Val. Loss: 0.139 | Val. Acc: 95.56% Epoch: 995 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.033 | Train Acc: 99.41% Val. Loss: 0.139 | Val. Acc: 95.56% Epoch: 996 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.033 | Train Acc: 99.41% Val. Loss: 0.139 | Val. Acc: 95.56% Epoch: 997 | Epoch Time: 0m 0s | Early_Stopping: 1/5. Train Loss: 0.033 | Train Acc: 99.41% Val. Loss: 0.139 | Val. Acc: 95.56% Epoch: 998 | Epoch Time: 0m 0s | Early_Stopping: 2/5. Train Loss: 0.033 | Train Acc: 99.41% Val. Loss: 0.139 | Val. Acc: 95.56% Epoch: 999 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.033 | Train Acc: 99.41% Val. Loss: 0.139 | Val. Acc: 95.56% Epoch: 1000 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.033 | Train Acc: 99.41% Val. Loss: 0.139 | Val. Acc: 95.56%
Test Loss: 0.182 | Test Acc: 96.36%
precision recall f1-score support
0 0.95 0.95 0.95 41
1 0.97 0.97 0.97 63
accuracy 0.96 104
macro avg 0.96 0.96 0.96 104
weighted avg 0.96 0.96 0.96 104
Tiempo total de entrenamiento: 0 mins, 53 segundos
Se tiene un comportamiento similar al anterior, teniendo un accuracy similar a la parte 1 (un poco menor), pero logrando reducir las péridas mucho más rápido que en la parte, pero más lento que con el modelo2.
model4 = MLP(INPUT_DIM, OUTPUT_DIM)
model4, res4 = entrenar_red("Modelo4",model4, lr, n_epocas,shuffle = False, MINI_BATCH = 50)
Se entrena en: cpu Epoch: 01 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.666 | Train Acc: 0.00% Val. Loss: 4.664 | Val. Acc: 0.00% Epoch: 02 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.657 | Train Acc: 0.00% Val. Loss: 4.656 | Val. Acc: 0.00% Epoch: 03 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.648 | Train Acc: 0.00% Val. Loss: 4.648 | Val. Acc: 0.00% Epoch: 04 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.639 | Train Acc: 0.00% Val. Loss: 4.639 | Val. Acc: 0.00% Epoch: 05 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.630 | Train Acc: 0.00% Val. Loss: 4.631 | Val. Acc: 0.00% Epoch: 06 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.621 | Train Acc: 0.00% Val. Loss: 4.623 | Val. Acc: 0.00% Epoch: 07 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.613 | Train Acc: 0.00% Val. Loss: 4.614 | Val. Acc: 0.00% Epoch: 08 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.604 | Train Acc: 0.00% Val. Loss: 4.606 | Val. Acc: 0.00% Epoch: 09 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.595 | Train Acc: 0.00% Val. Loss: 4.597 | Val. Acc: 0.00% Epoch: 10 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.586 | Train Acc: 0.00% Val. Loss: 4.589 | Val. Acc: 0.00% Epoch: 11 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.577 | Train Acc: 0.00% Val. Loss: 4.581 | Val. Acc: 0.00% Epoch: 12 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 13 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 4.03% Epoch: 14 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.550 | Train Acc: 3.59% Val. Loss: 4.555 | Val. Acc: 7.03% Epoch: 15 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.541 | Train Acc: 9.70% Val. Loss: 4.546 | Val. Acc: 15.58% Epoch: 16 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.532 | Train Acc: 23.77% Val. Loss: 4.538 | Val. Acc: 30.67% Epoch: 17 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.522 | Train Acc: 38.70% Val. Loss: 4.529 | Val. Acc: 40.18% Epoch: 18 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.513 | Train Acc: 49.30% Val. Loss: 4.520 | Val. Acc: 46.70% Epoch: 19 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.504 | Train Acc: 59.21% Val. Loss: 4.511 | Val. Acc: 52.21% Epoch: 20 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.494 | Train Acc: 62.23% Val. Loss: 4.503 | Val. Acc: 54.21% Epoch: 21 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.485 | Train Acc: 63.09% Val. Loss: 4.494 | Val. Acc: 54.21% Epoch: 22 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.475 | Train Acc: 63.09% Val. Loss: 4.484 | Val. Acc: 54.21% Epoch: 23 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.466 | Train Acc: 63.09% Val. Loss: 4.475 | Val. Acc: 54.21% Epoch: 24 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.456 | Train Acc: 63.09% Val. Loss: 4.466 | Val. Acc: 54.21% Epoch: 25 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.446 | Train Acc: 63.09% Val. Loss: 4.457 | Val. Acc: 54.21% Epoch: 26 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.436 | Train Acc: 63.09% Val. Loss: 4.447 | Val. Acc: 54.21% Epoch: 27 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.426 | Train Acc: 63.09% Val. Loss: 4.437 | Val. Acc: 54.21% Epoch: 28 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.415 | Train Acc: 63.09% Val. Loss: 4.428 | Val. Acc: 54.21% Epoch: 29 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.405 | Train Acc: 63.09% Val. Loss: 4.418 | Val. Acc: 54.21% Epoch: 30 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.394 | Train Acc: 63.09% Val. Loss: 4.408 | Val. Acc: 54.21% Epoch: 31 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.383 | Train Acc: 63.09% Val. Loss: 4.398 | Val. Acc: 54.21% Epoch: 32 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.373 | Train Acc: 63.09% Val. Loss: 4.387 | Val. Acc: 54.21% Epoch: 33 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.361 | Train Acc: 63.09% Val. Loss: 4.377 | Val. Acc: 54.21% Epoch: 34 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.350 | Train Acc: 63.09% Val. Loss: 4.366 | Val. Acc: 54.21% Epoch: 35 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.339 | Train Acc: 63.09% Val. Loss: 4.355 | Val. Acc: 54.21% Epoch: 36 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.327 | Train Acc: 63.09% Val. Loss: 4.344 | Val. Acc: 54.21% Epoch: 37 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.315 | Train Acc: 63.09% Val. Loss: 4.333 | Val. Acc: 54.21% Epoch: 38 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.303 | Train Acc: 63.09% Val. Loss: 4.322 | Val. Acc: 54.21% Epoch: 39 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.291 | Train Acc: 63.09% Val. Loss: 4.310 | Val. Acc: 54.21% Epoch: 40 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.278 | Train Acc: 63.09% Val. Loss: 4.298 | Val. Acc: 54.21% Epoch: 41 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.265 | Train Acc: 63.09% Val. Loss: 4.286 | Val. Acc: 54.21% Epoch: 42 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.252 | Train Acc: 63.09% Val. Loss: 4.273 | Val. Acc: 54.21% Epoch: 43 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.238 | Train Acc: 63.09% Val. Loss: 4.261 | Val. Acc: 54.21% Epoch: 44 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.224 | Train Acc: 63.09% Val. Loss: 4.248 | Val. Acc: 54.21% Epoch: 45 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.210 | Train Acc: 63.09% Val. Loss: 4.234 | Val. Acc: 54.21% Epoch: 46 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.196 | Train Acc: 63.09% Val. Loss: 4.221 | Val. Acc: 54.21% Epoch: 47 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.181 | Train Acc: 63.09% Val. Loss: 4.207 | Val. Acc: 54.21% Epoch: 48 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.165 | Train Acc: 63.09% Val. Loss: 4.192 | Val. Acc: 54.21% Epoch: 49 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.150 | Train Acc: 63.09% Val. Loss: 4.177 | Val. Acc: 54.21% Epoch: 50 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.133 | Train Acc: 63.09% Val. Loss: 4.162 | Val. Acc: 54.21% Epoch: 51 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.117 | Train Acc: 63.09% Val. Loss: 4.147 | Val. Acc: 54.21% Epoch: 52 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.100 | Train Acc: 63.09% Val. Loss: 4.130 | Val. Acc: 54.21% Epoch: 53 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.082 | Train Acc: 63.09% Val. Loss: 4.114 | Val. Acc: 54.21% Epoch: 54 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.064 | Train Acc: 63.09% Val. Loss: 4.096 | Val. Acc: 54.21% Epoch: 55 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.045 | Train Acc: 63.09% Val. Loss: 4.079 | Val. Acc: 54.21% Epoch: 56 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.025 | Train Acc: 63.09% Val. Loss: 4.060 | Val. Acc: 54.21% Epoch: 57 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.005 | Train Acc: 63.09% Val. Loss: 4.041 | Val. Acc: 54.21% Epoch: 58 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.984 | Train Acc: 63.09% Val. Loss: 4.022 | Val. Acc: 54.21% Epoch: 59 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.962 | Train Acc: 63.09% Val. Loss: 4.001 | Val. Acc: 54.21% Epoch: 60 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.940 | Train Acc: 63.09% Val. Loss: 3.980 | Val. Acc: 54.21% Epoch: 61 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.917 | Train Acc: 63.09% Val. Loss: 3.958 | Val. Acc: 54.21% Epoch: 62 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.893 | Train Acc: 63.09% Val. Loss: 3.936 | Val. Acc: 54.21% Epoch: 63 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.867 | Train Acc: 63.09% Val. Loss: 3.912 | Val. Acc: 54.21% Epoch: 64 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.841 | Train Acc: 63.09% Val. Loss: 3.887 | Val. Acc: 54.21% Epoch: 65 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.814 | Train Acc: 63.09% Val. Loss: 3.862 | Val. Acc: 54.21% Epoch: 66 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.786 | Train Acc: 63.09% Val. Loss: 3.835 | Val. Acc: 54.21% Epoch: 67 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.756 | Train Acc: 63.09% Val. Loss: 3.808 | Val. Acc: 54.21% Epoch: 68 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.726 | Train Acc: 63.09% Val. Loss: 3.779 | Val. Acc: 54.21% Epoch: 69 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.694 | Train Acc: 63.09% Val. Loss: 3.749 | Val. Acc: 54.21% Epoch: 70 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.660 | Train Acc: 63.09% Val. Loss: 3.717 | Val. Acc: 54.21% Epoch: 71 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.625 | Train Acc: 63.09% Val. Loss: 3.684 | Val. Acc: 54.21% Epoch: 72 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.588 | Train Acc: 63.09% Val. Loss: 3.650 | Val. Acc: 54.21% Epoch: 73 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.550 | Train Acc: 63.09% Val. Loss: 3.614 | Val. Acc: 54.21% Epoch: 74 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.510 | Train Acc: 63.09% Val. Loss: 3.576 | Val. Acc: 54.21% Epoch: 75 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.468 | Train Acc: 63.09% Val. Loss: 3.537 | Val. Acc: 54.21% Epoch: 76 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.424 | Train Acc: 63.09% Val. Loss: 3.496 | Val. Acc: 54.21% Epoch: 77 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.378 | Train Acc: 63.09% Val. Loss: 3.453 | Val. Acc: 54.21% Epoch: 78 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.330 | Train Acc: 63.09% Val. Loss: 3.407 | Val. Acc: 54.21% Epoch: 79 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.279 | Train Acc: 63.09% Val. Loss: 3.360 | Val. Acc: 54.21% Epoch: 80 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.226 | Train Acc: 63.09% Val. Loss: 3.311 | Val. Acc: 54.21% Epoch: 81 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.170 | Train Acc: 63.09% Val. Loss: 3.259 | Val. Acc: 54.21% Epoch: 82 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.112 | Train Acc: 63.09% Val. Loss: 3.204 | Val. Acc: 54.21% Epoch: 83 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.052 | Train Acc: 63.09% Val. Loss: 3.148 | Val. Acc: 54.21% Epoch: 84 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.988 | Train Acc: 63.09% Val. Loss: 3.089 | Val. Acc: 54.21% Epoch: 85 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.922 | Train Acc: 63.09% Val. Loss: 3.027 | Val. Acc: 54.21% Epoch: 86 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.854 | Train Acc: 63.09% Val. Loss: 2.964 | Val. Acc: 54.21% Epoch: 87 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.782 | Train Acc: 63.09% Val. Loss: 2.898 | Val. Acc: 54.21% Epoch: 88 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.709 | Train Acc: 63.09% Val. Loss: 2.830 | Val. Acc: 54.21% Epoch: 89 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.634 | Train Acc: 63.09% Val. Loss: 2.761 | Val. Acc: 54.21% Epoch: 90 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.557 | Train Acc: 63.09% Val. Loss: 2.690 | Val. Acc: 54.21% Epoch: 91 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.478 | Train Acc: 63.09% Val. Loss: 2.619 | Val. Acc: 54.21% Epoch: 92 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.400 | Train Acc: 63.09% Val. Loss: 2.548 | Val. Acc: 54.21% Epoch: 93 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.321 | Train Acc: 63.09% Val. Loss: 2.478 | Val. Acc: 54.21% Epoch: 94 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.244 | Train Acc: 63.09% Val. Loss: 2.408 | Val. Acc: 54.21% Epoch: 95 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.168 | Train Acc: 63.09% Val. Loss: 2.341 | Val. Acc: 54.21% Epoch: 96 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.094 | Train Acc: 63.09% Val. Loss: 2.276 | Val. Acc: 54.21% Epoch: 97 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.024 | Train Acc: 63.09% Val. Loss: 2.214 | Val. Acc: 54.21% Epoch: 98 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.957 | Train Acc: 63.09% Val. Loss: 2.155 | Val. Acc: 54.21% Epoch: 99 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.894 | Train Acc: 63.09% Val. Loss: 2.099 | Val. Acc: 54.21% Epoch: 100 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.835 | Train Acc: 63.09% Val. Loss: 2.048 | Val. Acc: 54.21% Epoch: 101 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.780 | Train Acc: 63.09% Val. Loss: 1.999 | Val. Acc: 54.21% Epoch: 102 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.730 | Train Acc: 63.09% Val. Loss: 1.954 | Val. Acc: 54.21% Epoch: 103 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.683 | Train Acc: 63.09% Val. Loss: 1.912 | Val. Acc: 54.21% Epoch: 104 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.639 | Train Acc: 63.09% Val. Loss: 1.873 | Val. Acc: 54.21% Epoch: 105 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.599 | Train Acc: 63.09% Val. Loss: 1.836 | Val. Acc: 54.21% Epoch: 106 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.562 | Train Acc: 63.09% Val. Loss: 1.801 | Val. Acc: 54.21% Epoch: 107 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.527 | Train Acc: 63.09% Val. Loss: 1.768 | Val. Acc: 54.21% Epoch: 108 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.494 | Train Acc: 63.09% Val. Loss: 1.736 | Val. Acc: 54.21% Epoch: 109 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.463 | Train Acc: 63.09% Val. Loss: 1.706 | Val. Acc: 54.21% Epoch: 110 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.434 | Train Acc: 63.09% Val. Loss: 1.676 | Val. Acc: 54.21% Epoch: 111 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.406 | Train Acc: 63.09% Val. Loss: 1.648 | Val. Acc: 54.21% Epoch: 112 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.379 | Train Acc: 63.09% Val. Loss: 1.620 | Val. Acc: 54.21% Epoch: 113 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.354 | Train Acc: 63.09% Val. Loss: 1.593 | Val. Acc: 54.21% Epoch: 114 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.329 | Train Acc: 63.09% Val. Loss: 1.566 | Val. Acc: 54.21% Epoch: 115 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.305 | Train Acc: 63.09% Val. Loss: 1.540 | Val. Acc: 54.21% Epoch: 116 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.281 | Train Acc: 63.09% Val. Loss: 1.514 | Val. Acc: 54.21% Epoch: 117 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.258 | Train Acc: 63.09% Val. Loss: 1.489 | Val. Acc: 54.21% Epoch: 118 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.236 | Train Acc: 63.09% Val. Loss: 1.463 | Val. Acc: 54.21% Epoch: 119 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.214 | Train Acc: 63.09% Val. Loss: 1.439 | Val. Acc: 54.21% Epoch: 120 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.192 | Train Acc: 63.09% Val. Loss: 1.414 | Val. Acc: 54.21% Epoch: 121 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.171 | Train Acc: 63.09% Val. Loss: 1.390 | Val. Acc: 54.21% Epoch: 122 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.151 | Train Acc: 63.09% Val. Loss: 1.366 | Val. Acc: 54.21% Epoch: 123 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.131 | Train Acc: 63.09% Val. Loss: 1.343 | Val. Acc: 54.21% Epoch: 124 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.111 | Train Acc: 63.09% Val. Loss: 1.319 | Val. Acc: 54.21% Epoch: 125 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.092 | Train Acc: 63.09% Val. Loss: 1.297 | Val. Acc: 54.21% Epoch: 126 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.073 | Train Acc: 63.09% Val. Loss: 1.274 | Val. Acc: 54.21% Epoch: 127 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.055 | Train Acc: 63.09% Val. Loss: 1.253 | Val. Acc: 54.21% Epoch: 128 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.037 | Train Acc: 63.09% Val. Loss: 1.231 | Val. Acc: 54.21% Epoch: 129 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.020 | Train Acc: 63.09% Val. Loss: 1.211 | Val. Acc: 54.21% Epoch: 130 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.004 | Train Acc: 63.09% Val. Loss: 1.191 | Val. Acc: 54.21% Epoch: 131 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.988 | Train Acc: 63.09% Val. Loss: 1.171 | Val. Acc: 54.21% Epoch: 132 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.972 | Train Acc: 63.09% Val. Loss: 1.152 | Val. Acc: 54.21% Epoch: 133 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.958 | Train Acc: 63.09% Val. Loss: 1.134 | Val. Acc: 54.21% Epoch: 134 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.944 | Train Acc: 63.09% Val. Loss: 1.116 | Val. Acc: 54.21% Epoch: 135 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.930 | Train Acc: 63.09% Val. Loss: 1.100 | Val. Acc: 54.21% Epoch: 136 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.917 | Train Acc: 63.09% Val. Loss: 1.084 | Val. Acc: 54.21% Epoch: 137 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.905 | Train Acc: 63.09% Val. Loss: 1.068 | Val. Acc: 54.21% Epoch: 138 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.893 | Train Acc: 63.09% Val. Loss: 1.053 | Val. Acc: 54.21% Epoch: 139 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.882 | Train Acc: 63.09% Val. Loss: 1.039 | Val. Acc: 54.21% Epoch: 140 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.872 | Train Acc: 63.09% Val. Loss: 1.026 | Val. Acc: 54.21% Epoch: 141 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.862 | Train Acc: 63.09% Val. Loss: 1.013 | Val. Acc: 54.21% Epoch: 142 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.852 | Train Acc: 63.09% Val. Loss: 1.001 | Val. Acc: 54.21% Epoch: 143 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.843 | Train Acc: 63.09% Val. Loss: 0.989 | Val. Acc: 54.21% Epoch: 144 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.835 | Train Acc: 63.09% Val. Loss: 0.978 | Val. Acc: 54.21% Epoch: 145 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.827 | Train Acc: 63.09% Val. Loss: 0.968 | Val. Acc: 54.21% Epoch: 146 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.819 | Train Acc: 63.09% Val. Loss: 0.958 | Val. Acc: 54.21% Epoch: 147 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.812 | Train Acc: 63.09% Val. Loss: 0.949 | Val. Acc: 54.21% Epoch: 148 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.805 | Train Acc: 63.09% Val. Loss: 0.940 | Val. Acc: 54.21% Epoch: 149 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.798 | Train Acc: 63.09% Val. Loss: 0.931 | Val. Acc: 54.21% Epoch: 150 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.792 | Train Acc: 63.09% Val. Loss: 0.923 | Val. Acc: 54.21% Epoch: 151 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.786 | Train Acc: 63.09% Val. Loss: 0.915 | Val. Acc: 54.21% Epoch: 152 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.780 | Train Acc: 63.09% Val. Loss: 0.908 | Val. Acc: 54.21% Epoch: 153 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.775 | Train Acc: 63.09% Val. Loss: 0.901 | Val. Acc: 54.21% Epoch: 154 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.770 | Train Acc: 63.09% Val. Loss: 0.894 | Val. Acc: 54.21% Epoch: 155 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.765 | Train Acc: 63.09% Val. Loss: 0.887 | Val. Acc: 54.21% Epoch: 156 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.760 | Train Acc: 63.09% Val. Loss: 0.881 | Val. Acc: 54.21% Epoch: 157 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.755 | Train Acc: 63.09% Val. Loss: 0.875 | Val. Acc: 54.21% Epoch: 158 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.751 | Train Acc: 63.09% Val. Loss: 0.869 | Val. Acc: 54.21% Epoch: 159 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.747 | Train Acc: 63.09% Val. Loss: 0.864 | Val. Acc: 54.21% Epoch: 160 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.742 | Train Acc: 63.09% Val. Loss: 0.859 | Val. Acc: 54.21% Epoch: 161 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.739 | Train Acc: 63.09% Val. Loss: 0.853 | Val. Acc: 54.21% Epoch: 162 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.735 | Train Acc: 63.09% Val. Loss: 0.849 | Val. Acc: 54.21% Epoch: 163 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.731 | Train Acc: 63.09% Val. Loss: 0.844 | Val. Acc: 54.21% Epoch: 164 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.728 | Train Acc: 63.09% Val. Loss: 0.839 | Val. Acc: 54.21% Epoch: 165 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.724 | Train Acc: 63.09% Val. Loss: 0.835 | Val. Acc: 54.21% Epoch: 166 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.721 | Train Acc: 63.09% Val. Loss: 0.830 | Val. Acc: 54.21% Epoch: 167 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.718 | Train Acc: 63.09% Val. Loss: 0.826 | Val. Acc: 54.21% Epoch: 168 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.715 | Train Acc: 63.09% Val. Loss: 0.822 | Val. Acc: 54.21% Epoch: 169 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.712 | Train Acc: 63.09% Val. Loss: 0.818 | Val. Acc: 54.21% Epoch: 170 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.709 | Train Acc: 63.09% Val. Loss: 0.815 | Val. Acc: 54.21% Epoch: 171 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.706 | Train Acc: 63.09% Val. Loss: 0.811 | Val. Acc: 54.21% Epoch: 172 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.703 | Train Acc: 63.09% Val. Loss: 0.807 | Val. Acc: 54.21% Epoch: 173 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.701 | Train Acc: 63.09% Val. Loss: 0.804 | Val. Acc: 54.21% Epoch: 174 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.698 | Train Acc: 63.09% Val. Loss: 0.801 | Val. Acc: 54.21% Epoch: 175 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.695 | Train Acc: 63.09% Val. Loss: 0.797 | Val. Acc: 54.21% Epoch: 176 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.693 | Train Acc: 63.09% Val. Loss: 0.794 | Val. Acc: 54.21% Epoch: 177 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.691 | Train Acc: 63.09% Val. Loss: 0.791 | Val. Acc: 54.21% Epoch: 178 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.688 | Train Acc: 63.09% Val. Loss: 0.788 | Val. Acc: 54.21% Epoch: 179 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.686 | Train Acc: 63.09% Val. Loss: 0.785 | Val. Acc: 54.21% Epoch: 180 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.684 | Train Acc: 63.09% Val. Loss: 0.782 | Val. Acc: 54.21% Epoch: 181 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.682 | Train Acc: 63.09% Val. Loss: 0.779 | Val. Acc: 54.21% Epoch: 182 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.680 | Train Acc: 63.09% Val. Loss: 0.777 | Val. Acc: 54.21% Epoch: 183 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.678 | Train Acc: 63.09% Val. Loss: 0.774 | Val. Acc: 54.21% Epoch: 184 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.676 | Train Acc: 63.09% Val. Loss: 0.771 | Val. Acc: 54.21% Epoch: 185 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.674 | Train Acc: 63.09% Val. Loss: 0.769 | Val. Acc: 54.21% Epoch: 186 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.672 | Train Acc: 63.09% Val. Loss: 0.766 | Val. Acc: 54.21% Epoch: 187 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.670 | Train Acc: 63.09% Val. Loss: 0.764 | Val. Acc: 54.21% Epoch: 188 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.668 | Train Acc: 63.09% Val. Loss: 0.761 | Val. Acc: 54.21% Epoch: 189 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.667 | Train Acc: 63.09% Val. Loss: 0.759 | Val. Acc: 54.21% Epoch: 190 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.665 | Train Acc: 63.09% Val. Loss: 0.757 | Val. Acc: 54.21% Epoch: 191 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.663 | Train Acc: 63.09% Val. Loss: 0.755 | Val. Acc: 54.21% Epoch: 192 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.662 | Train Acc: 63.09% Val. Loss: 0.752 | Val. Acc: 54.21% Epoch: 193 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.660 | Train Acc: 63.09% Val. Loss: 0.750 | Val. Acc: 54.21% Epoch: 194 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.659 | Train Acc: 63.09% Val. Loss: 0.748 | Val. Acc: 54.21% Epoch: 195 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.657 | Train Acc: 63.09% Val. Loss: 0.746 | Val. Acc: 54.21% Epoch: 196 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.655 | Train Acc: 63.09% Val. Loss: 0.744 | Val. Acc: 54.21% Epoch: 197 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.654 | Train Acc: 63.09% Val. Loss: 0.742 | Val. Acc: 54.21% Epoch: 198 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.653 | Train Acc: 63.09% Val. Loss: 0.740 | Val. Acc: 54.21% Epoch: 199 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.651 | Train Acc: 63.09% Val. Loss: 0.738 | Val. Acc: 54.21% Epoch: 200 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.650 | Train Acc: 63.09% Val. Loss: 0.736 | Val. Acc: 54.21% Epoch: 201 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.648 | Train Acc: 63.09% Val. Loss: 0.734 | Val. Acc: 54.21% Epoch: 202 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.647 | Train Acc: 63.09% Val. Loss: 0.733 | Val. Acc: 54.21% Epoch: 203 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.646 | Train Acc: 63.09% Val. Loss: 0.731 | Val. Acc: 54.21% Epoch: 204 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.644 | Train Acc: 63.09% Val. Loss: 0.729 | Val. Acc: 54.21% Epoch: 205 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.643 | Train Acc: 63.09% Val. Loss: 0.727 | Val. Acc: 54.21% Epoch: 206 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.642 | Train Acc: 63.09% Val. Loss: 0.726 | Val. Acc: 54.21% Epoch: 207 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.641 | Train Acc: 63.09% Val. Loss: 0.724 | Val. Acc: 54.21% Epoch: 208 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.639 | Train Acc: 63.09% Val. Loss: 0.722 | Val. Acc: 54.21% Epoch: 209 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.638 | Train Acc: 63.09% Val. Loss: 0.721 | Val. Acc: 54.21% Epoch: 210 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.637 | Train Acc: 63.09% Val. Loss: 0.719 | Val. Acc: 54.21% Epoch: 211 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.636 | Train Acc: 63.09% Val. Loss: 0.718 | Val. Acc: 54.21% Epoch: 212 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.635 | Train Acc: 63.09% Val. Loss: 0.716 | Val. Acc: 54.21% Epoch: 213 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.634 | Train Acc: 63.09% Val. Loss: 0.714 | Val. Acc: 54.21% Epoch: 214 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.632 | Train Acc: 63.09% Val. Loss: 0.713 | Val. Acc: 54.21% Epoch: 215 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.631 | Train Acc: 63.09% Val. Loss: 0.711 | Val. Acc: 54.21% Epoch: 216 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.630 | Train Acc: 63.09% Val. Loss: 0.710 | Val. Acc: 54.21% Epoch: 217 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.629 | Train Acc: 63.09% Val. Loss: 0.709 | Val. Acc: 54.21% Epoch: 218 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.628 | Train Acc: 63.09% Val. Loss: 0.707 | Val. Acc: 54.21% Epoch: 219 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.627 | Train Acc: 63.09% Val. Loss: 0.706 | Val. Acc: 54.21% Epoch: 220 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.626 | Train Acc: 63.09% Val. Loss: 0.704 | Val. Acc: 54.21% Epoch: 221 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.625 | Train Acc: 63.09% Val. Loss: 0.703 | Val. Acc: 54.21% Epoch: 222 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.624 | Train Acc: 63.09% Val. Loss: 0.702 | Val. Acc: 54.21% Epoch: 223 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.623 | Train Acc: 63.09% Val. Loss: 0.700 | Val. Acc: 54.21% Epoch: 224 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.622 | Train Acc: 63.09% Val. Loss: 0.699 | Val. Acc: 54.21% Epoch: 225 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.621 | Train Acc: 63.09% Val. Loss: 0.698 | Val. Acc: 54.21% Epoch: 226 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.620 | Train Acc: 63.09% Val. Loss: 0.696 | Val. Acc: 54.21% Epoch: 227 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.619 | Train Acc: 63.09% Val. Loss: 0.695 | Val. Acc: 54.21% Epoch: 228 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.618 | Train Acc: 63.09% Val. Loss: 0.694 | Val. Acc: 54.21% Epoch: 229 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.618 | Train Acc: 63.09% Val. Loss: 0.693 | Val. Acc: 54.21% Epoch: 230 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.617 | Train Acc: 63.09% Val. Loss: 0.691 | Val. Acc: 54.21% Epoch: 231 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.616 | Train Acc: 63.09% Val. Loss: 0.690 | Val. Acc: 54.21% Epoch: 232 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.615 | Train Acc: 63.09% Val. Loss: 0.689 | Val. Acc: 54.21% Epoch: 233 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.614 | Train Acc: 63.09% Val. Loss: 0.688 | Val. Acc: 54.21% Epoch: 234 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.613 | Train Acc: 63.09% Val. Loss: 0.687 | Val. Acc: 54.21% Epoch: 235 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.612 | Train Acc: 63.09% Val. Loss: 0.686 | Val. Acc: 54.21% Epoch: 236 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.611 | Train Acc: 63.09% Val. Loss: 0.684 | Val. Acc: 54.21% Epoch: 237 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.611 | Train Acc: 63.09% Val. Loss: 0.683 | Val. Acc: 54.21% Epoch: 238 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.610 | Train Acc: 63.09% Val. Loss: 0.682 | Val. Acc: 54.21% Epoch: 239 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.609 | Train Acc: 63.09% Val. Loss: 0.681 | Val. Acc: 54.21% Epoch: 240 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.608 | Train Acc: 63.09% Val. Loss: 0.680 | Val. Acc: 54.21% Epoch: 241 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.607 | Train Acc: 63.09% Val. Loss: 0.679 | Val. Acc: 54.21% Epoch: 242 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.607 | Train Acc: 63.09% Val. Loss: 0.678 | Val. Acc: 54.21% Epoch: 243 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.606 | Train Acc: 63.09% Val. Loss: 0.677 | Val. Acc: 54.21% Epoch: 244 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.605 | Train Acc: 63.09% Val. Loss: 0.676 | Val. Acc: 54.21% Epoch: 245 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.604 | Train Acc: 63.09% Val. Loss: 0.675 | Val. Acc: 54.21% Epoch: 246 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.603 | Train Acc: 63.09% Val. Loss: 0.673 | Val. Acc: 54.21% Epoch: 247 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.603 | Train Acc: 63.09% Val. Loss: 0.672 | Val. Acc: 54.21% Epoch: 248 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.602 | Train Acc: 63.09% Val. Loss: 0.671 | Val. Acc: 54.21% Epoch: 249 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.601 | Train Acc: 63.09% Val. Loss: 0.670 | Val. Acc: 54.21% Epoch: 250 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.600 | Train Acc: 63.09% Val. Loss: 0.669 | Val. Acc: 54.21% Epoch: 251 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.600 | Train Acc: 63.09% Val. Loss: 0.668 | Val. Acc: 54.21% Epoch: 252 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.599 | Train Acc: 63.09% Val. Loss: 0.667 | Val. Acc: 54.21% Epoch: 253 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.598 | Train Acc: 63.09% Val. Loss: 0.666 | Val. Acc: 54.21% Epoch: 254 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.597 | Train Acc: 63.09% Val. Loss: 0.665 | Val. Acc: 54.21% Epoch: 255 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.597 | Train Acc: 63.09% Val. Loss: 0.664 | Val. Acc: 54.21% Epoch: 256 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.596 | Train Acc: 63.09% Val. Loss: 0.663 | Val. Acc: 54.21% Epoch: 257 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.595 | Train Acc: 63.09% Val. Loss: 0.662 | Val. Acc: 54.21% Epoch: 258 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.595 | Train Acc: 63.09% Val. Loss: 0.662 | Val. Acc: 54.21% Epoch: 259 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.594 | Train Acc: 63.09% Val. Loss: 0.661 | Val. Acc: 54.21% Epoch: 260 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.593 | Train Acc: 63.09% Val. Loss: 0.660 | Val. Acc: 54.21% Epoch: 261 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.592 | Train Acc: 63.09% Val. Loss: 0.659 | Val. Acc: 54.21% Epoch: 262 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.592 | Train Acc: 63.09% Val. Loss: 0.658 | Val. Acc: 54.21% Epoch: 263 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.591 | Train Acc: 63.09% Val. Loss: 0.657 | Val. Acc: 54.21% Epoch: 264 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.590 | Train Acc: 63.09% Val. Loss: 0.656 | Val. Acc: 54.21% Epoch: 265 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.590 | Train Acc: 63.09% Val. Loss: 0.655 | Val. Acc: 54.21% Epoch: 266 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.589 | Train Acc: 63.09% Val. Loss: 0.654 | Val. Acc: 54.21% Epoch: 267 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.588 | Train Acc: 63.09% Val. Loss: 0.653 | Val. Acc: 54.21% Epoch: 268 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.588 | Train Acc: 63.09% Val. Loss: 0.652 | Val. Acc: 54.21% Epoch: 269 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.587 | Train Acc: 63.09% Val. Loss: 0.651 | Val. Acc: 54.21% Epoch: 270 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.586 | Train Acc: 63.09% Val. Loss: 0.650 | Val. Acc: 54.21% Epoch: 271 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.586 | Train Acc: 63.09% Val. Loss: 0.650 | Val. Acc: 54.21% Epoch: 272 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.585 | Train Acc: 63.09% Val. Loss: 0.649 | Val. Acc: 54.21% Epoch: 273 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.584 | Train Acc: 63.09% Val. Loss: 0.648 | Val. Acc: 54.21% Epoch: 274 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.584 | Train Acc: 63.09% Val. Loss: 0.647 | Val. Acc: 54.21% Epoch: 275 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.583 | Train Acc: 63.09% Val. Loss: 0.646 | Val. Acc: 54.21% Epoch: 276 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.582 | Train Acc: 63.09% Val. Loss: 0.645 | Val. Acc: 54.21% Epoch: 277 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.582 | Train Acc: 63.09% Val. Loss: 0.644 | Val. Acc: 54.21% Epoch: 278 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.581 | Train Acc: 63.09% Val. Loss: 0.643 | Val. Acc: 54.21% Epoch: 279 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.580 | Train Acc: 63.09% Val. Loss: 0.643 | Val. Acc: 54.21% Epoch: 280 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.580 | Train Acc: 63.09% Val. Loss: 0.642 | Val. Acc: 54.21% Epoch: 281 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.579 | Train Acc: 63.09% Val. Loss: 0.641 | Val. Acc: 54.21% Epoch: 282 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.578 | Train Acc: 63.09% Val. Loss: 0.640 | Val. Acc: 54.21% Epoch: 283 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.578 | Train Acc: 63.09% Val. Loss: 0.639 | Val. Acc: 54.21% Epoch: 284 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.577 | Train Acc: 63.09% Val. Loss: 0.638 | Val. Acc: 54.21% Epoch: 285 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.577 | Train Acc: 63.09% Val. Loss: 0.638 | Val. Acc: 54.21% Epoch: 286 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.576 | Train Acc: 63.09% Val. Loss: 0.637 | Val. Acc: 54.21% Epoch: 287 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.575 | Train Acc: 63.09% Val. Loss: 0.636 | Val. Acc: 54.21% Epoch: 288 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.575 | Train Acc: 63.09% Val. Loss: 0.635 | Val. Acc: 54.21% Epoch: 289 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.574 | Train Acc: 63.09% Val. Loss: 0.634 | Val. Acc: 54.21% Epoch: 290 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.573 | Train Acc: 63.09% Val. Loss: 0.633 | Val. Acc: 54.21% Epoch: 291 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.573 | Train Acc: 63.09% Val. Loss: 0.633 | Val. Acc: 54.21% Epoch: 292 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.572 | Train Acc: 63.09% Val. Loss: 0.632 | Val. Acc: 54.21% Epoch: 293 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.571 | Train Acc: 63.09% Val. Loss: 0.631 | Val. Acc: 54.21% Epoch: 294 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.571 | Train Acc: 63.09% Val. Loss: 0.630 | Val. Acc: 54.21% Epoch: 295 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.570 | Train Acc: 63.09% Val. Loss: 0.629 | Val. Acc: 54.21% Epoch: 296 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.570 | Train Acc: 63.09% Val. Loss: 0.628 | Val. Acc: 54.21% Epoch: 297 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.569 | Train Acc: 63.09% Val. Loss: 0.628 | Val. Acc: 54.21% Epoch: 298 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.568 | Train Acc: 63.09% Val. Loss: 0.627 | Val. Acc: 54.21% Epoch: 299 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.568 | Train Acc: 63.09% Val. Loss: 0.626 | Val. Acc: 54.21% Epoch: 300 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.567 | Train Acc: 63.09% Val. Loss: 0.625 | Val. Acc: 54.21% Epoch: 301 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.567 | Train Acc: 63.09% Val. Loss: 0.624 | Val. Acc: 54.21% Epoch: 302 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.566 | Train Acc: 63.09% Val. Loss: 0.624 | Val. Acc: 54.21% Epoch: 303 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.565 | Train Acc: 63.09% Val. Loss: 0.623 | Val. Acc: 54.21% Epoch: 304 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.565 | Train Acc: 63.09% Val. Loss: 0.622 | Val. Acc: 54.21% Epoch: 305 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.564 | Train Acc: 63.09% Val. Loss: 0.621 | Val. Acc: 54.21% Epoch: 306 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.563 | Train Acc: 63.09% Val. Loss: 0.620 | Val. Acc: 54.21% Epoch: 307 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.563 | Train Acc: 63.09% Val. Loss: 0.620 | Val. Acc: 54.21% Epoch: 308 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.562 | Train Acc: 63.09% Val. Loss: 0.619 | Val. Acc: 54.21% Epoch: 309 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.562 | Train Acc: 63.09% Val. Loss: 0.618 | Val. Acc: 54.21% Epoch: 310 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.561 | Train Acc: 63.09% Val. Loss: 0.617 | Val. Acc: 54.21% Epoch: 311 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.560 | Train Acc: 63.09% Val. Loss: 0.616 | Val. Acc: 54.21% Epoch: 312 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.560 | Train Acc: 63.09% Val. Loss: 0.616 | Val. Acc: 54.21% Epoch: 313 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.559 | Train Acc: 63.09% Val. Loss: 0.615 | Val. Acc: 54.21% Epoch: 314 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.559 | Train Acc: 63.09% Val. Loss: 0.614 | Val. Acc: 54.21% Epoch: 315 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.558 | Train Acc: 63.09% Val. Loss: 0.613 | Val. Acc: 54.21% Epoch: 316 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.557 | Train Acc: 63.09% Val. Loss: 0.612 | Val. Acc: 54.21% Epoch: 317 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.557 | Train Acc: 63.09% Val. Loss: 0.612 | Val. Acc: 54.21% Epoch: 318 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.556 | Train Acc: 63.09% Val. Loss: 0.611 | Val. Acc: 54.21% Epoch: 319 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.556 | Train Acc: 63.09% Val. Loss: 0.610 | Val. Acc: 54.21% Epoch: 320 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.555 | Train Acc: 63.09% Val. Loss: 0.609 | Val. Acc: 54.21% Epoch: 321 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.554 | Train Acc: 63.09% Val. Loss: 0.608 | Val. Acc: 54.21% Epoch: 322 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.554 | Train Acc: 63.09% Val. Loss: 0.608 | Val. Acc: 54.21% Epoch: 323 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.553 | Train Acc: 63.09% Val. Loss: 0.607 | Val. Acc: 54.21% Epoch: 324 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.553 | Train Acc: 63.09% Val. Loss: 0.606 | Val. Acc: 54.21% Epoch: 325 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.552 | Train Acc: 63.09% Val. Loss: 0.605 | Val. Acc: 54.21% Epoch: 326 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.551 | Train Acc: 63.09% Val. Loss: 0.605 | Val. Acc: 54.21% Epoch: 327 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.551 | Train Acc: 63.09% Val. Loss: 0.604 | Val. Acc: 54.21% Epoch: 328 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.550 | Train Acc: 63.09% Val. Loss: 0.603 | Val. Acc: 54.21% Epoch: 329 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.550 | Train Acc: 63.09% Val. Loss: 0.602 | Val. Acc: 54.21% Epoch: 330 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.549 | Train Acc: 63.09% Val. Loss: 0.601 | Val. Acc: 54.21% Epoch: 331 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.548 | Train Acc: 63.09% Val. Loss: 0.601 | Val. Acc: 54.21% Epoch: 332 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.548 | Train Acc: 63.09% Val. Loss: 0.600 | Val. Acc: 54.21% Epoch: 333 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.547 | Train Acc: 63.09% Val. Loss: 0.599 | Val. Acc: 54.21% Epoch: 334 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.547 | Train Acc: 63.09% Val. Loss: 0.598 | Val. Acc: 54.21% Epoch: 335 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.546 | Train Acc: 63.09% Val. Loss: 0.598 | Val. Acc: 54.21% Epoch: 336 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.545 | Train Acc: 63.09% Val. Loss: 0.597 | Val. Acc: 54.21% Epoch: 337 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.545 | Train Acc: 63.09% Val. Loss: 0.596 | Val. Acc: 54.21% Epoch: 338 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.544 | Train Acc: 63.09% Val. Loss: 0.595 | Val. Acc: 54.21% Epoch: 339 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.544 | Train Acc: 63.09% Val. Loss: 0.594 | Val. Acc: 54.21% Epoch: 340 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.543 | Train Acc: 63.09% Val. Loss: 0.594 | Val. Acc: 54.21% Epoch: 341 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.542 | Train Acc: 63.09% Val. Loss: 0.593 | Val. Acc: 54.21% Epoch: 342 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.542 | Train Acc: 63.09% Val. Loss: 0.592 | Val. Acc: 54.21% Epoch: 343 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.541 | Train Acc: 63.09% Val. Loss: 0.591 | Val. Acc: 54.21% Epoch: 344 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.540 | Train Acc: 63.09% Val. Loss: 0.591 | Val. Acc: 54.21% Epoch: 345 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.540 | Train Acc: 63.09% Val. Loss: 0.590 | Val. Acc: 54.21% Epoch: 346 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.539 | Train Acc: 63.09% Val. Loss: 0.589 | Val. Acc: 54.21% Epoch: 347 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.539 | Train Acc: 63.09% Val. Loss: 0.588 | Val. Acc: 54.21% Epoch: 348 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.538 | Train Acc: 63.09% Val. Loss: 0.587 | Val. Acc: 54.21% Epoch: 349 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.537 | Train Acc: 63.09% Val. Loss: 0.587 | Val. Acc: 54.21% Epoch: 350 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.537 | Train Acc: 63.09% Val. Loss: 0.586 | Val. Acc: 54.21% Epoch: 351 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.536 | Train Acc: 63.09% Val. Loss: 0.585 | Val. Acc: 54.21% Epoch: 352 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.536 | Train Acc: 63.09% Val. Loss: 0.584 | Val. Acc: 54.21% Epoch: 353 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.535 | Train Acc: 63.09% Val. Loss: 0.584 | Val. Acc: 54.21% Epoch: 354 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.534 | Train Acc: 63.09% Val. Loss: 0.583 | Val. Acc: 54.21% Epoch: 355 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.534 | Train Acc: 63.09% Val. Loss: 0.582 | Val. Acc: 54.21% Epoch: 356 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.533 | Train Acc: 63.09% Val. Loss: 0.581 | Val. Acc: 54.21% Epoch: 357 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.533 | Train Acc: 63.09% Val. Loss: 0.580 | Val. Acc: 54.21% Epoch: 358 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.532 | Train Acc: 63.09% Val. Loss: 0.580 | Val. Acc: 54.21% Epoch: 359 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.531 | Train Acc: 63.09% Val. Loss: 0.579 | Val. Acc: 54.21% Epoch: 360 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.531 | Train Acc: 63.09% Val. Loss: 0.578 | Val. Acc: 54.21% Epoch: 361 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.530 | Train Acc: 63.09% Val. Loss: 0.577 | Val. Acc: 54.21% Epoch: 362 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.529 | Train Acc: 63.09% Val. Loss: 0.576 | Val. Acc: 54.21% Epoch: 363 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.529 | Train Acc: 63.09% Val. Loss: 0.576 | Val. Acc: 54.21% Epoch: 364 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.528 | Train Acc: 63.09% Val. Loss: 0.575 | Val. Acc: 54.21% Epoch: 365 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.528 | Train Acc: 63.09% Val. Loss: 0.574 | Val. Acc: 54.21% Epoch: 366 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.527 | Train Acc: 63.38% Val. Loss: 0.573 | Val. Acc: 54.21% Epoch: 367 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.526 | Train Acc: 63.38% Val. Loss: 0.573 | Val. Acc: 54.21% Epoch: 368 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.526 | Train Acc: 63.38% Val. Loss: 0.572 | Val. Acc: 54.21% Epoch: 369 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.525 | Train Acc: 63.38% Val. Loss: 0.571 | Val. Acc: 54.21% Epoch: 370 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.525 | Train Acc: 63.38% Val. Loss: 0.570 | Val. Acc: 55.73% Epoch: 371 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.524 | Train Acc: 63.95% Val. Loss: 0.569 | Val. Acc: 55.73% Epoch: 372 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.523 | Train Acc: 63.95% Val. Loss: 0.569 | Val. Acc: 55.73% Epoch: 373 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.523 | Train Acc: 64.23% Val. Loss: 0.568 | Val. Acc: 55.73% Epoch: 374 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.522 | Train Acc: 64.23% Val. Loss: 0.567 | Val. Acc: 55.73% Epoch: 375 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.521 | Train Acc: 64.80% Val. Loss: 0.566 | Val. Acc: 55.73% Epoch: 376 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.521 | Train Acc: 64.80% Val. Loss: 0.565 | Val. Acc: 55.73% Epoch: 377 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.520 | Train Acc: 64.80% Val. Loss: 0.565 | Val. Acc: 55.73% Epoch: 378 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.519 | Train Acc: 65.38% Val. Loss: 0.564 | Val. Acc: 55.73% Epoch: 379 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.519 | Train Acc: 65.38% Val. Loss: 0.563 | Val. Acc: 55.73% Epoch: 380 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.518 | Train Acc: 65.38% Val. Loss: 0.562 | Val. Acc: 59.76% Epoch: 381 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.518 | Train Acc: 65.66% Val. Loss: 0.561 | Val. Acc: 59.76% Epoch: 382 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.517 | Train Acc: 65.95% Val. Loss: 0.561 | Val. Acc: 59.76% Epoch: 383 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.516 | Train Acc: 66.23% Val. Loss: 0.560 | Val. Acc: 59.76% Epoch: 384 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.516 | Train Acc: 66.23% Val. Loss: 0.559 | Val. Acc: 59.76% Epoch: 385 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.515 | Train Acc: 66.52% Val. Loss: 0.558 | Val. Acc: 59.76% Epoch: 386 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.514 | Train Acc: 66.52% Val. Loss: 0.557 | Val. Acc: 59.76% Epoch: 387 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.514 | Train Acc: 66.52% Val. Loss: 0.557 | Val. Acc: 59.76% Epoch: 388 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.513 | Train Acc: 66.52% Val. Loss: 0.556 | Val. Acc: 59.76% Epoch: 389 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.512 | Train Acc: 66.52% Val. Loss: 0.555 | Val. Acc: 59.76% Epoch: 390 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.512 | Train Acc: 66.52% Val. Loss: 0.554 | Val. Acc: 59.76% Epoch: 391 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.511 | Train Acc: 66.52% Val. Loss: 0.553 | Val. Acc: 59.76% Epoch: 392 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.511 | Train Acc: 66.52% Val. Loss: 0.553 | Val. Acc: 59.76% Epoch: 393 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.510 | Train Acc: 66.52% Val. Loss: 0.552 | Val. Acc: 59.76% Epoch: 394 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.509 | Train Acc: 66.96% Val. Loss: 0.551 | Val. Acc: 62.27% Epoch: 395 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.509 | Train Acc: 67.41% Val. Loss: 0.550 | Val. Acc: 67.79% Epoch: 396 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.508 | Train Acc: 68.71% Val. Loss: 0.549 | Val. Acc: 68.79% Epoch: 397 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.507 | Train Acc: 69.57% Val. Loss: 0.548 | Val. Acc: 73.82% Epoch: 398 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.507 | Train Acc: 71.00% Val. Loss: 0.548 | Val. Acc: 73.82% Epoch: 399 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.506 | Train Acc: 72.14% Val. Loss: 0.547 | Val. Acc: 73.82% Epoch: 400 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.505 | Train Acc: 73.29% Val. Loss: 0.546 | Val. Acc: 73.82% Epoch: 401 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.505 | Train Acc: 73.57% Val. Loss: 0.545 | Val. Acc: 73.82% Epoch: 402 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.504 | Train Acc: 74.59% Val. Loss: 0.544 | Val. Acc: 73.82% Epoch: 403 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.503 | Train Acc: 75.45% Val. Loss: 0.543 | Val. Acc: 73.82% Epoch: 404 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.503 | Train Acc: 75.45% Val. Loss: 0.543 | Val. Acc: 73.82% Epoch: 405 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.502 | Train Acc: 75.45% Val. Loss: 0.542 | Val. Acc: 73.82% Epoch: 406 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.501 | Train Acc: 75.45% Val. Loss: 0.541 | Val. Acc: 73.82% Epoch: 407 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.501 | Train Acc: 76.02% Val. Loss: 0.540 | Val. Acc: 73.82% Epoch: 408 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.500 | Train Acc: 76.02% Val. Loss: 0.539 | Val. Acc: 73.82% Epoch: 409 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.499 | Train Acc: 76.02% Val. Loss: 0.539 | Val. Acc: 73.82% Epoch: 410 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.499 | Train Acc: 76.02% Val. Loss: 0.538 | Val. Acc: 74.33% Epoch: 411 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.498 | Train Acc: 75.73% Val. Loss: 0.537 | Val. Acc: 74.33% Epoch: 412 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.497 | Train Acc: 75.73% Val. Loss: 0.536 | Val. Acc: 74.33% Epoch: 413 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.497 | Train Acc: 76.59% Val. Loss: 0.535 | Val. Acc: 74.33% Epoch: 414 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.496 | Train Acc: 76.59% Val. Loss: 0.534 | Val. Acc: 74.33% Epoch: 415 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.495 | Train Acc: 77.16% Val. Loss: 0.533 | Val. Acc: 74.33% Epoch: 416 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.495 | Train Acc: 77.16% Val. Loss: 0.533 | Val. Acc: 74.33% Epoch: 417 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.494 | Train Acc: 77.45% Val. Loss: 0.532 | Val. Acc: 74.33% Epoch: 418 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.493 | Train Acc: 77.45% Val. Loss: 0.531 | Val. Acc: 74.33% Epoch: 419 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.493 | Train Acc: 77.45% Val. Loss: 0.530 | Val. Acc: 74.33% Epoch: 420 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.492 | Train Acc: 77.45% Val. Loss: 0.529 | Val. Acc: 74.33% Epoch: 421 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.491 | Train Acc: 77.45% Val. Loss: 0.528 | Val. Acc: 74.33% Epoch: 422 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.491 | Train Acc: 77.45% Val. Loss: 0.528 | Val. Acc: 74.33% Epoch: 423 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.490 | Train Acc: 77.45% Val. Loss: 0.527 | Val. Acc: 74.33% Epoch: 424 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.489 | Train Acc: 77.45% Val. Loss: 0.526 | Val. Acc: 74.33% Epoch: 425 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.489 | Train Acc: 77.45% Val. Loss: 0.525 | Val. Acc: 74.33% Epoch: 426 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.488 | Train Acc: 77.45% Val. Loss: 0.524 | Val. Acc: 74.33% Epoch: 427 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.487 | Train Acc: 77.45% Val. Loss: 0.523 | Val. Acc: 74.33% Epoch: 428 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.487 | Train Acc: 77.45% Val. Loss: 0.522 | Val. Acc: 74.33% Epoch: 429 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.486 | Train Acc: 77.45% Val. Loss: 0.522 | Val. Acc: 74.33% Epoch: 430 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.485 | Train Acc: 77.45% Val. Loss: 0.521 | Val. Acc: 74.33% Epoch: 431 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.484 | Train Acc: 77.45% Val. Loss: 0.520 | Val. Acc: 74.33% Epoch: 432 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.484 | Train Acc: 77.45% Val. Loss: 0.519 | Val. Acc: 74.33% Epoch: 433 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.483 | Train Acc: 77.45% Val. Loss: 0.518 | Val. Acc: 74.33% Epoch: 434 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.482 | Train Acc: 77.45% Val. Loss: 0.517 | Val. Acc: 74.33% Epoch: 435 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.482 | Train Acc: 77.45% Val. Loss: 0.516 | Val. Acc: 74.33% Epoch: 436 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.481 | Train Acc: 77.45% Val. Loss: 0.516 | Val. Acc: 75.33% Epoch: 437 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.480 | Train Acc: 77.45% Val. Loss: 0.515 | Val. Acc: 75.33% Epoch: 438 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.480 | Train Acc: 77.73% Val. Loss: 0.514 | Val. Acc: 75.33% Epoch: 439 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.479 | Train Acc: 78.02% Val. Loss: 0.513 | Val. Acc: 75.33% Epoch: 440 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.478 | Train Acc: 78.02% Val. Loss: 0.512 | Val. Acc: 75.33% Epoch: 441 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.477 | Train Acc: 78.02% Val. Loss: 0.511 | Val. Acc: 76.85% Epoch: 442 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.477 | Train Acc: 78.02% Val. Loss: 0.510 | Val. Acc: 76.85% Epoch: 443 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.476 | Train Acc: 78.02% Val. Loss: 0.509 | Val. Acc: 76.85% Epoch: 444 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.475 | Train Acc: 78.02% Val. Loss: 0.509 | Val. Acc: 76.85% Epoch: 445 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.475 | Train Acc: 78.02% Val. Loss: 0.508 | Val. Acc: 76.85% Epoch: 446 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.474 | Train Acc: 78.30% Val. Loss: 0.507 | Val. Acc: 76.85% Epoch: 447 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.473 | Train Acc: 78.30% Val. Loss: 0.506 | Val. Acc: 76.85% Epoch: 448 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.473 | Train Acc: 78.59% Val. Loss: 0.505 | Val. Acc: 76.85% Epoch: 449 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.472 | Train Acc: 78.59% Val. Loss: 0.504 | Val. Acc: 76.85% Epoch: 450 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.471 | Train Acc: 78.59% Val. Loss: 0.503 | Val. Acc: 76.85% Epoch: 451 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.470 | Train Acc: 78.59% Val. Loss: 0.502 | Val. Acc: 76.85% Epoch: 452 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.470 | Train Acc: 78.59% Val. Loss: 0.502 | Val. Acc: 76.85% Epoch: 453 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.469 | Train Acc: 78.88% Val. Loss: 0.501 | Val. Acc: 76.85% Epoch: 454 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.468 | Train Acc: 79.16% Val. Loss: 0.500 | Val. Acc: 76.85% Epoch: 455 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.468 | Train Acc: 79.45% Val. Loss: 0.499 | Val. Acc: 77.85% Epoch: 456 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.467 | Train Acc: 79.45% Val. Loss: 0.498 | Val. Acc: 77.85% Epoch: 457 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.466 | Train Acc: 79.45% Val. Loss: 0.497 | Val. Acc: 77.85% Epoch: 458 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.465 | Train Acc: 79.45% Val. Loss: 0.496 | Val. Acc: 77.85% Epoch: 459 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.465 | Train Acc: 79.45% Val. Loss: 0.495 | Val. Acc: 79.36% Epoch: 460 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.464 | Train Acc: 79.73% Val. Loss: 0.495 | Val. Acc: 79.36% Epoch: 461 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.463 | Train Acc: 79.73% Val. Loss: 0.494 | Val. Acc: 79.36% Epoch: 462 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.462 | Train Acc: 79.73% Val. Loss: 0.493 | Val. Acc: 79.36% Epoch: 463 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.462 | Train Acc: 79.73% Val. Loss: 0.492 | Val. Acc: 80.36% Epoch: 464 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.461 | Train Acc: 80.02% Val. Loss: 0.491 | Val. Acc: 80.36% Epoch: 465 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.460 | Train Acc: 80.02% Val. Loss: 0.490 | Val. Acc: 80.36% Epoch: 466 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.460 | Train Acc: 80.30% Val. Loss: 0.489 | Val. Acc: 80.36% Epoch: 467 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.459 | Train Acc: 80.30% Val. Loss: 0.488 | Val. Acc: 80.36% Epoch: 468 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.458 | Train Acc: 80.30% Val. Loss: 0.487 | Val. Acc: 80.36% Epoch: 469 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.457 | Train Acc: 80.30% Val. Loss: 0.486 | Val. Acc: 80.36% Epoch: 470 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.457 | Train Acc: 80.30% Val. Loss: 0.486 | Val. Acc: 80.36% Epoch: 471 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.456 | Train Acc: 80.59% Val. Loss: 0.485 | Val. Acc: 80.36% Epoch: 472 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.455 | Train Acc: 80.59% Val. Loss: 0.484 | Val. Acc: 80.36% Epoch: 473 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.454 | Train Acc: 80.59% Val. Loss: 0.483 | Val. Acc: 80.36% Epoch: 474 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.454 | Train Acc: 80.59% Val. Loss: 0.482 | Val. Acc: 80.36% Epoch: 475 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.453 | Train Acc: 80.59% Val. Loss: 0.481 | Val. Acc: 80.36% Epoch: 476 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.452 | Train Acc: 80.59% Val. Loss: 0.480 | Val. Acc: 81.88% Epoch: 477 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.451 | Train Acc: 80.88% Val. Loss: 0.479 | Val. Acc: 81.88% Epoch: 478 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.451 | Train Acc: 80.88% Val. Loss: 0.478 | Val. Acc: 81.88% Epoch: 479 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.450 | Train Acc: 80.88% Val. Loss: 0.477 | Val. Acc: 81.88% Epoch: 480 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.449 | Train Acc: 81.16% Val. Loss: 0.477 | Val. Acc: 81.88% Epoch: 481 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.449 | Train Acc: 81.16% Val. Loss: 0.476 | Val. Acc: 81.88% Epoch: 482 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.448 | Train Acc: 81.16% Val. Loss: 0.475 | Val. Acc: 81.88% Epoch: 483 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.447 | Train Acc: 81.45% Val. Loss: 0.474 | Val. Acc: 81.88% Epoch: 484 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.446 | Train Acc: 81.45% Val. Loss: 0.473 | Val. Acc: 81.88% Epoch: 485 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.446 | Train Acc: 81.45% Val. Loss: 0.472 | Val. Acc: 81.88% Epoch: 486 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.445 | Train Acc: 82.02% Val. Loss: 0.471 | Val. Acc: 81.88% Epoch: 487 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.444 | Train Acc: 82.02% Val. Loss: 0.470 | Val. Acc: 81.88% Epoch: 488 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.443 | Train Acc: 82.02% Val. Loss: 0.469 | Val. Acc: 81.88% Epoch: 489 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.443 | Train Acc: 82.02% Val. Loss: 0.468 | Val. Acc: 81.88% Epoch: 490 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.442 | Train Acc: 82.02% Val. Loss: 0.467 | Val. Acc: 81.88% Epoch: 491 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.441 | Train Acc: 81.73% Val. Loss: 0.467 | Val. Acc: 81.88% Epoch: 492 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.440 | Train Acc: 81.73% Val. Loss: 0.466 | Val. Acc: 81.88% Epoch: 493 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.440 | Train Acc: 81.73% Val. Loss: 0.465 | Val. Acc: 81.88% Epoch: 494 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.439 | Train Acc: 81.73% Val. Loss: 0.464 | Val. Acc: 81.88% Epoch: 495 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.438 | Train Acc: 81.73% Val. Loss: 0.463 | Val. Acc: 81.88% Epoch: 496 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.437 | Train Acc: 82.02% Val. Loss: 0.462 | Val. Acc: 81.88% Epoch: 497 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.437 | Train Acc: 82.02% Val. Loss: 0.461 | Val. Acc: 81.88% Epoch: 498 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.436 | Train Acc: 82.02% Val. Loss: 0.460 | Val. Acc: 81.88% Epoch: 499 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.435 | Train Acc: 82.02% Val. Loss: 0.459 | Val. Acc: 81.88% Epoch: 500 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.434 | Train Acc: 82.02% Val. Loss: 0.458 | Val. Acc: 81.88% Epoch: 501 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.434 | Train Acc: 82.02% Val. Loss: 0.457 | Val. Acc: 81.88% Epoch: 502 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.433 | Train Acc: 82.02% Val. Loss: 0.457 | Val. Acc: 82.88% Epoch: 503 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.432 | Train Acc: 82.59% Val. Loss: 0.456 | Val. Acc: 82.88% Epoch: 504 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.431 | Train Acc: 82.59% Val. Loss: 0.455 | Val. Acc: 82.88% Epoch: 505 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.431 | Train Acc: 82.59% Val. Loss: 0.454 | Val. Acc: 82.88% Epoch: 506 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.430 | Train Acc: 82.59% Val. Loss: 0.453 | Val. Acc: 82.88% Epoch: 507 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.429 | Train Acc: 82.59% Val. Loss: 0.452 | Val. Acc: 82.88% Epoch: 508 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.428 | Train Acc: 82.59% Val. Loss: 0.451 | Val. Acc: 82.88% Epoch: 509 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.428 | Train Acc: 82.59% Val. Loss: 0.450 | Val. Acc: 82.88% Epoch: 510 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.427 | Train Acc: 82.59% Val. Loss: 0.449 | Val. Acc: 81.88% Epoch: 511 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.426 | Train Acc: 82.59% Val. Loss: 0.448 | Val. Acc: 81.88% Epoch: 512 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.425 | Train Acc: 82.59% Val. Loss: 0.447 | Val. Acc: 81.88% Epoch: 513 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.425 | Train Acc: 83.04% Val. Loss: 0.447 | Val. Acc: 81.88% Epoch: 514 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.424 | Train Acc: 83.04% Val. Loss: 0.446 | Val. Acc: 81.88% Epoch: 515 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.423 | Train Acc: 83.04% Val. Loss: 0.445 | Val. Acc: 81.88% Epoch: 516 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.422 | Train Acc: 83.32% Val. Loss: 0.444 | Val. Acc: 81.88% Epoch: 517 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.422 | Train Acc: 83.32% Val. Loss: 0.443 | Val. Acc: 81.88% Epoch: 518 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.421 | Train Acc: 83.32% Val. Loss: 0.442 | Val. Acc: 81.88% Epoch: 519 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.420 | Train Acc: 83.61% Val. Loss: 0.441 | Val. Acc: 81.88% Epoch: 520 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.419 | Train Acc: 83.61% Val. Loss: 0.440 | Val. Acc: 81.88% Epoch: 521 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.419 | Train Acc: 83.61% Val. Loss: 0.439 | Val. Acc: 81.88% Epoch: 522 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.418 | Train Acc: 83.61% Val. Loss: 0.438 | Val. Acc: 81.88% Epoch: 523 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.417 | Train Acc: 83.61% Val. Loss: 0.437 | Val. Acc: 81.88% Epoch: 524 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.416 | Train Acc: 83.61% Val. Loss: 0.437 | Val. Acc: 81.88% Epoch: 525 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.416 | Train Acc: 83.61% Val. Loss: 0.436 | Val. Acc: 81.88% Epoch: 526 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.415 | Train Acc: 83.61% Val. Loss: 0.435 | Val. Acc: 81.88% Epoch: 527 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.414 | Train Acc: 83.61% Val. Loss: 0.434 | Val. Acc: 81.88% Epoch: 528 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.413 | Train Acc: 83.61% Val. Loss: 0.433 | Val. Acc: 81.88% Epoch: 529 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.412 | Train Acc: 83.61% Val. Loss: 0.432 | Val. Acc: 81.88% Epoch: 530 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.412 | Train Acc: 83.61% Val. Loss: 0.431 | Val. Acc: 83.39% Epoch: 531 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.411 | Train Acc: 83.89% Val. Loss: 0.430 | Val. Acc: 83.39% Epoch: 532 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.410 | Train Acc: 84.18% Val. Loss: 0.429 | Val. Acc: 83.39% Epoch: 533 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.409 | Train Acc: 84.18% Val. Loss: 0.428 | Val. Acc: 83.39% Epoch: 534 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.409 | Train Acc: 84.18% Val. Loss: 0.427 | Val. Acc: 83.39% Epoch: 535 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.408 | Train Acc: 84.18% Val. Loss: 0.427 | Val. Acc: 83.39% Epoch: 536 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.407 | Train Acc: 84.18% Val. Loss: 0.426 | Val. Acc: 83.39% Epoch: 537 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.406 | Train Acc: 83.89% Val. Loss: 0.425 | Val. Acc: 83.39% Epoch: 538 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.406 | Train Acc: 83.89% Val. Loss: 0.424 | Val. Acc: 82.39% Epoch: 539 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.405 | Train Acc: 83.89% Val. Loss: 0.423 | Val. Acc: 82.39% Epoch: 540 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.404 | Train Acc: 83.89% Val. Loss: 0.422 | Val. Acc: 82.39% Epoch: 541 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.403 | Train Acc: 83.89% Val. Loss: 0.421 | Val. Acc: 82.39% Epoch: 542 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.403 | Train Acc: 83.89% Val. Loss: 0.420 | Val. Acc: 82.39% Epoch: 543 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.402 | Train Acc: 83.61% Val. Loss: 0.419 | Val. Acc: 82.39% Epoch: 544 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.401 | Train Acc: 83.61% Val. Loss: 0.419 | Val. Acc: 82.39% Epoch: 545 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.400 | Train Acc: 83.61% Val. Loss: 0.418 | Val. Acc: 82.39% Epoch: 546 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.400 | Train Acc: 83.61% Val. Loss: 0.417 | Val. Acc: 82.39% Epoch: 547 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.399 | Train Acc: 83.61% Val. Loss: 0.416 | Val. Acc: 82.39% Epoch: 548 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.398 | Train Acc: 83.32% Val. Loss: 0.415 | Val. Acc: 82.39% Epoch: 549 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.397 | Train Acc: 83.32% Val. Loss: 0.414 | Val. Acc: 82.91% Epoch: 550 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.397 | Train Acc: 83.32% Val. Loss: 0.413 | Val. Acc: 82.91% Epoch: 551 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.396 | Train Acc: 83.32% Val. Loss: 0.412 | Val. Acc: 83.91% Epoch: 552 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.395 | Train Acc: 83.89% Val. Loss: 0.411 | Val. Acc: 85.42% Epoch: 553 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.395 | Train Acc: 84.34% Val. Loss: 0.411 | Val. Acc: 85.42% Epoch: 554 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.394 | Train Acc: 84.62% Val. Loss: 0.410 | Val. Acc: 85.42% Epoch: 555 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.393 | Train Acc: 85.48% Val. Loss: 0.409 | Val. Acc: 85.42% Epoch: 556 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.392 | Train Acc: 85.20% Val. Loss: 0.408 | Val. Acc: 85.42% Epoch: 557 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.392 | Train Acc: 85.20% Val. Loss: 0.407 | Val. Acc: 86.94% Epoch: 558 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.391 | Train Acc: 85.77% Val. Loss: 0.406 | Val. Acc: 86.94% Epoch: 559 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.390 | Train Acc: 85.77% Val. Loss: 0.405 | Val. Acc: 86.94% Epoch: 560 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.389 | Train Acc: 86.34% Val. Loss: 0.404 | Val. Acc: 86.94% Epoch: 561 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.389 | Train Acc: 86.34% Val. Loss: 0.403 | Val. Acc: 87.94% Epoch: 562 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.388 | Train Acc: 86.79% Val. Loss: 0.403 | Val. Acc: 87.94% Epoch: 563 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.387 | Train Acc: 86.79% Val. Loss: 0.402 | Val. Acc: 87.94% Epoch: 564 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.386 | Train Acc: 86.79% Val. Loss: 0.401 | Val. Acc: 87.94% Epoch: 565 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.386 | Train Acc: 86.79% Val. Loss: 0.400 | Val. Acc: 87.94% Epoch: 566 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.385 | Train Acc: 86.79% Val. Loss: 0.399 | Val. Acc: 87.94% Epoch: 567 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.384 | Train Acc: 86.79% Val. Loss: 0.398 | Val. Acc: 87.94% Epoch: 568 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.383 | Train Acc: 86.79% Val. Loss: 0.397 | Val. Acc: 87.94% Epoch: 569 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.383 | Train Acc: 86.79% Val. Loss: 0.397 | Val. Acc: 87.94% Epoch: 570 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.382 | Train Acc: 86.79% Val. Loss: 0.396 | Val. Acc: 87.94% Epoch: 571 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.381 | Train Acc: 86.79% Val. Loss: 0.395 | Val. Acc: 87.94% Epoch: 572 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.381 | Train Acc: 86.79% Val. Loss: 0.394 | Val. Acc: 87.94% Epoch: 573 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.380 | Train Acc: 86.79% Val. Loss: 0.393 | Val. Acc: 87.94% Epoch: 574 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.379 | Train Acc: 86.79% Val. Loss: 0.392 | Val. Acc: 87.94% Epoch: 575 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.378 | Train Acc: 86.79% Val. Loss: 0.391 | Val. Acc: 87.94% Epoch: 576 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.378 | Train Acc: 86.79% Val. Loss: 0.391 | Val. Acc: 87.94% Epoch: 577 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.377 | Train Acc: 86.79% Val. Loss: 0.390 | Val. Acc: 87.94% Epoch: 578 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.376 | Train Acc: 86.79% Val. Loss: 0.389 | Val. Acc: 87.94% Epoch: 579 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.375 | Train Acc: 86.79% Val. Loss: 0.388 | Val. Acc: 87.94% Epoch: 580 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.375 | Train Acc: 86.79% Val. Loss: 0.387 | Val. Acc: 87.94% Epoch: 581 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.374 | Train Acc: 86.79% Val. Loss: 0.386 | Val. Acc: 87.94% Epoch: 582 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.373 | Train Acc: 86.79% Val. Loss: 0.385 | Val. Acc: 87.94% Epoch: 583 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.373 | Train Acc: 86.79% Val. Loss: 0.385 | Val. Acc: 87.94% Epoch: 584 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.372 | Train Acc: 86.79% Val. Loss: 0.384 | Val. Acc: 87.94% Epoch: 585 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.371 | Train Acc: 86.79% Val. Loss: 0.383 | Val. Acc: 87.94% Epoch: 586 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.370 | Train Acc: 86.79% Val. Loss: 0.382 | Val. Acc: 87.94% Epoch: 587 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.370 | Train Acc: 86.50% Val. Loss: 0.381 | Val. Acc: 87.94% Epoch: 588 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.369 | Train Acc: 86.50% Val. Loss: 0.380 | Val. Acc: 87.94% Epoch: 589 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.368 | Train Acc: 86.50% Val. Loss: 0.380 | Val. Acc: 87.94% Epoch: 590 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.368 | Train Acc: 86.50% Val. Loss: 0.379 | Val. Acc: 87.94% Epoch: 591 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.367 | Train Acc: 86.50% Val. Loss: 0.378 | Val. Acc: 87.94% Epoch: 592 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.366 | Train Acc: 86.50% Val. Loss: 0.377 | Val. Acc: 87.94% Epoch: 593 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.365 | Train Acc: 86.50% Val. Loss: 0.376 | Val. Acc: 87.94% Epoch: 594 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.365 | Train Acc: 86.50% Val. Loss: 0.376 | Val. Acc: 87.94% Epoch: 595 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.364 | Train Acc: 86.50% Val. Loss: 0.375 | Val. Acc: 87.94% Epoch: 596 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.363 | Train Acc: 86.50% Val. Loss: 0.374 | Val. Acc: 87.94% Epoch: 597 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.363 | Train Acc: 86.50% Val. Loss: 0.373 | Val. Acc: 87.94% Epoch: 598 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.362 | Train Acc: 86.50% Val. Loss: 0.372 | Val. Acc: 87.94% Epoch: 599 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.361 | Train Acc: 86.50% Val. Loss: 0.371 | Val. Acc: 87.94% Epoch: 600 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.361 | Train Acc: 86.79% Val. Loss: 0.371 | Val. Acc: 87.94% Epoch: 601 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.360 | Train Acc: 87.36% Val. Loss: 0.370 | Val. Acc: 87.94% Epoch: 602 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.359 | Train Acc: 87.64% Val. Loss: 0.369 | Val. Acc: 87.94% Epoch: 603 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.359 | Train Acc: 87.64% Val. Loss: 0.368 | Val. Acc: 87.94% Epoch: 604 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.358 | Train Acc: 87.64% Val. Loss: 0.367 | Val. Acc: 87.94% Epoch: 605 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.357 | Train Acc: 87.64% Val. Loss: 0.367 | Val. Acc: 87.94% Epoch: 606 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.356 | Train Acc: 87.64% Val. Loss: 0.366 | Val. Acc: 87.94% Epoch: 607 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.356 | Train Acc: 87.93% Val. Loss: 0.365 | Val. Acc: 87.94% Epoch: 608 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.355 | Train Acc: 87.93% Val. Loss: 0.364 | Val. Acc: 87.94% Epoch: 609 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.354 | Train Acc: 87.93% Val. Loss: 0.363 | Val. Acc: 87.94% Epoch: 610 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.354 | Train Acc: 87.93% Val. Loss: 0.363 | Val. Acc: 87.94% Epoch: 611 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.353 | Train Acc: 87.93% Val. Loss: 0.362 | Val. Acc: 87.94% Epoch: 612 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.352 | Train Acc: 87.93% Val. Loss: 0.361 | Val. Acc: 87.94% Epoch: 613 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.352 | Train Acc: 88.37% Val. Loss: 0.360 | Val. Acc: 87.94% Epoch: 614 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.351 | Train Acc: 88.37% Val. Loss: 0.360 | Val. Acc: 87.94% Epoch: 615 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.350 | Train Acc: 88.37% Val. Loss: 0.359 | Val. Acc: 87.94% Epoch: 616 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.350 | Train Acc: 88.37% Val. Loss: 0.358 | Val. Acc: 87.94% Epoch: 617 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.349 | Train Acc: 88.37% Val. Loss: 0.357 | Val. Acc: 87.94% Epoch: 618 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.348 | Train Acc: 88.37% Val. Loss: 0.356 | Val. Acc: 87.94% Epoch: 619 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.348 | Train Acc: 88.37% Val. Loss: 0.356 | Val. Acc: 88.94% Epoch: 620 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.347 | Train Acc: 88.66% Val. Loss: 0.355 | Val. Acc: 88.94% Epoch: 621 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.346 | Train Acc: 88.66% Val. Loss: 0.354 | Val. Acc: 88.94% Epoch: 622 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.346 | Train Acc: 88.66% Val. Loss: 0.353 | Val. Acc: 88.94% Epoch: 623 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.345 | Train Acc: 88.95% Val. Loss: 0.353 | Val. Acc: 88.94% Epoch: 624 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.344 | Train Acc: 88.95% Val. Loss: 0.352 | Val. Acc: 88.94% Epoch: 625 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.344 | Train Acc: 89.52% Val. Loss: 0.351 | Val. Acc: 88.94% Epoch: 626 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.343 | Train Acc: 89.52% Val. Loss: 0.350 | Val. Acc: 88.94% Epoch: 627 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.342 | Train Acc: 89.23% Val. Loss: 0.350 | Val. Acc: 88.94% Epoch: 628 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.342 | Train Acc: 88.79% Val. Loss: 0.349 | Val. Acc: 88.94% Epoch: 629 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.341 | Train Acc: 88.79% Val. Loss: 0.348 | Val. Acc: 88.94% Epoch: 630 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.341 | Train Acc: 88.79% Val. Loss: 0.347 | Val. Acc: 88.94% Epoch: 631 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.340 | Train Acc: 89.07% Val. Loss: 0.347 | Val. Acc: 88.94% Epoch: 632 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.339 | Train Acc: 89.07% Val. Loss: 0.346 | Val. Acc: 88.94% Epoch: 633 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.339 | Train Acc: 89.07% Val. Loss: 0.345 | Val. Acc: 88.94% Epoch: 634 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.338 | Train Acc: 89.07% Val. Loss: 0.345 | Val. Acc: 88.94% Epoch: 635 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.337 | Train Acc: 89.07% Val. Loss: 0.344 | Val. Acc: 88.94% Epoch: 636 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.337 | Train Acc: 89.07% Val. Loss: 0.343 | Val. Acc: 88.94% Epoch: 637 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.336 | Train Acc: 89.07% Val. Loss: 0.342 | Val. Acc: 88.94% Epoch: 638 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.335 | Train Acc: 89.07% Val. Loss: 0.342 | Val. Acc: 88.94% Epoch: 639 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.335 | Train Acc: 89.07% Val. Loss: 0.341 | Val. Acc: 88.94% Epoch: 640 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.334 | Train Acc: 89.07% Val. Loss: 0.340 | Val. Acc: 88.94% Epoch: 641 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.334 | Train Acc: 89.07% Val. Loss: 0.339 | Val. Acc: 88.94% Epoch: 642 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.333 | Train Acc: 89.07% Val. Loss: 0.339 | Val. Acc: 88.94% Epoch: 643 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.332 | Train Acc: 89.07% Val. Loss: 0.338 | Val. Acc: 88.94% Epoch: 644 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.332 | Train Acc: 89.07% Val. Loss: 0.337 | Val. Acc: 88.94% Epoch: 645 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.331 | Train Acc: 89.07% Val. Loss: 0.337 | Val. Acc: 88.94% Epoch: 646 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.330 | Train Acc: 89.07% Val. Loss: 0.336 | Val. Acc: 88.94% Epoch: 647 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.330 | Train Acc: 89.07% Val. Loss: 0.335 | Val. Acc: 88.94% Epoch: 648 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.329 | Train Acc: 89.07% Val. Loss: 0.335 | Val. Acc: 88.94% Epoch: 649 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.329 | Train Acc: 89.07% Val. Loss: 0.334 | Val. Acc: 88.94% Epoch: 650 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.328 | Train Acc: 89.07% Val. Loss: 0.333 | Val. Acc: 88.94% Epoch: 651 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.327 | Train Acc: 89.07% Val. Loss: 0.333 | Val. Acc: 88.94% Epoch: 652 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.327 | Train Acc: 89.07% Val. Loss: 0.332 | Val. Acc: 88.94% Epoch: 653 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.326 | Train Acc: 89.07% Val. Loss: 0.331 | Val. Acc: 88.94% Epoch: 654 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.326 | Train Acc: 89.07% Val. Loss: 0.330 | Val. Acc: 90.45% Epoch: 655 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.325 | Train Acc: 89.07% Val. Loss: 0.330 | Val. Acc: 90.45% Epoch: 656 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.324 | Train Acc: 89.07% Val. Loss: 0.329 | Val. Acc: 90.45% Epoch: 657 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.324 | Train Acc: 89.52% Val. Loss: 0.328 | Val. Acc: 90.45% Epoch: 658 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.323 | Train Acc: 89.80% Val. Loss: 0.328 | Val. Acc: 90.45% Epoch: 659 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.323 | Train Acc: 89.80% Val. Loss: 0.327 | Val. Acc: 90.45% Epoch: 660 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.322 | Train Acc: 90.09% Val. Loss: 0.326 | Val. Acc: 90.45% Epoch: 661 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.321 | Train Acc: 90.09% Val. Loss: 0.326 | Val. Acc: 90.45% Epoch: 662 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.321 | Train Acc: 90.37% Val. Loss: 0.325 | Val. Acc: 90.45% Epoch: 663 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.320 | Train Acc: 90.66% Val. Loss: 0.324 | Val. Acc: 90.45% Epoch: 664 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.320 | Train Acc: 90.66% Val. Loss: 0.324 | Val. Acc: 90.45% Epoch: 665 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.319 | Train Acc: 90.66% Val. Loss: 0.323 | Val. Acc: 90.45% Epoch: 666 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.318 | Train Acc: 90.66% Val. Loss: 0.322 | Val. Acc: 90.45% Epoch: 667 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.318 | Train Acc: 90.66% Val. Loss: 0.322 | Val. Acc: 90.45% Epoch: 668 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.317 | Train Acc: 90.66% Val. Loss: 0.321 | Val. Acc: 90.45% Epoch: 669 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.317 | Train Acc: 90.66% Val. Loss: 0.321 | Val. Acc: 90.45% Epoch: 670 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.316 | Train Acc: 90.66% Val. Loss: 0.320 | Val. Acc: 90.45% Epoch: 671 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.316 | Train Acc: 90.66% Val. Loss: 0.319 | Val. Acc: 90.45% Epoch: 672 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.315 | Train Acc: 90.66% Val. Loss: 0.319 | Val. Acc: 90.45% Epoch: 673 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.314 | Train Acc: 90.66% Val. Loss: 0.318 | Val. Acc: 90.45% Epoch: 674 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.314 | Train Acc: 90.66% Val. Loss: 0.317 | Val. Acc: 90.45% Epoch: 675 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.313 | Train Acc: 90.66% Val. Loss: 0.317 | Val. Acc: 90.45% Epoch: 676 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.313 | Train Acc: 90.66% Val. Loss: 0.316 | Val. Acc: 90.45% Epoch: 677 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.312 | Train Acc: 90.66% Val. Loss: 0.315 | Val. Acc: 90.45% Epoch: 678 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.312 | Train Acc: 90.66% Val. Loss: 0.315 | Val. Acc: 90.45% Epoch: 679 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.311 | Train Acc: 90.66% Val. Loss: 0.314 | Val. Acc: 90.45% Epoch: 680 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.310 | Train Acc: 90.66% Val. Loss: 0.314 | Val. Acc: 90.45% Epoch: 681 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.310 | Train Acc: 90.66% Val. Loss: 0.313 | Val. Acc: 90.45% Epoch: 682 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.309 | Train Acc: 90.66% Val. Loss: 0.312 | Val. Acc: 90.45% Epoch: 683 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.309 | Train Acc: 90.66% Val. Loss: 0.312 | Val. Acc: 90.45% Epoch: 684 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.308 | Train Acc: 90.66% Val. Loss: 0.311 | Val. Acc: 90.45% Epoch: 685 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.308 | Train Acc: 90.66% Val. Loss: 0.311 | Val. Acc: 90.45% Epoch: 686 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.307 | Train Acc: 90.66% Val. Loss: 0.310 | Val. Acc: 90.45% Epoch: 687 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.307 | Train Acc: 90.66% Val. Loss: 0.309 | Val. Acc: 90.45% Epoch: 688 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.306 | Train Acc: 90.66% Val. Loss: 0.309 | Val. Acc: 90.45% Epoch: 689 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.306 | Train Acc: 90.66% Val. Loss: 0.308 | Val. Acc: 90.45% Epoch: 690 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.305 | Train Acc: 90.66% Val. Loss: 0.308 | Val. Acc: 90.45% Epoch: 691 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.305 | Train Acc: 90.66% Val. Loss: 0.307 | Val. Acc: 90.45% Epoch: 692 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.304 | Train Acc: 90.66% Val. Loss: 0.306 | Val. Acc: 90.45% Epoch: 693 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.303 | Train Acc: 90.66% Val. Loss: 0.306 | Val. Acc: 90.45% Epoch: 694 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.303 | Train Acc: 90.66% Val. Loss: 0.305 | Val. Acc: 90.45% Epoch: 695 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.302 | Train Acc: 90.66% Val. Loss: 0.305 | Val. Acc: 90.45% Epoch: 696 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.302 | Train Acc: 90.66% Val. Loss: 0.304 | Val. Acc: 90.45% Epoch: 697 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.301 | Train Acc: 90.37% Val. Loss: 0.304 | Val. Acc: 90.45% Epoch: 698 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.301 | Train Acc: 90.37% Val. Loss: 0.303 | Val. Acc: 90.45% Epoch: 699 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.300 | Train Acc: 90.37% Val. Loss: 0.302 | Val. Acc: 90.45% Epoch: 700 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.300 | Train Acc: 90.37% Val. Loss: 0.302 | Val. Acc: 90.45% Epoch: 701 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.299 | Train Acc: 90.37% Val. Loss: 0.301 | Val. Acc: 90.45% Epoch: 702 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.299 | Train Acc: 90.37% Val. Loss: 0.301 | Val. Acc: 90.45% Epoch: 703 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.298 | Train Acc: 90.37% Val. Loss: 0.300 | Val. Acc: 90.45% Epoch: 704 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.298 | Train Acc: 90.37% Val. Loss: 0.300 | Val. Acc: 90.45% Epoch: 705 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.297 | Train Acc: 90.37% Val. Loss: 0.299 | Val. Acc: 90.45% Epoch: 706 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.297 | Train Acc: 90.37% Val. Loss: 0.298 | Val. Acc: 90.45% Epoch: 707 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.296 | Train Acc: 90.37% Val. Loss: 0.298 | Val. Acc: 90.45% Epoch: 708 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.296 | Train Acc: 90.37% Val. Loss: 0.297 | Val. Acc: 90.45% Epoch: 709 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.295 | Train Acc: 90.37% Val. Loss: 0.297 | Val. Acc: 90.45% Epoch: 710 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.295 | Train Acc: 90.37% Val. Loss: 0.296 | Val. Acc: 90.45% Epoch: 711 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.294 | Train Acc: 90.37% Val. Loss: 0.296 | Val. Acc: 90.45% Epoch: 712 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.294 | Train Acc: 90.37% Val. Loss: 0.295 | Val. Acc: 90.45% Epoch: 713 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.293 | Train Acc: 90.37% Val. Loss: 0.295 | Val. Acc: 90.45% Epoch: 714 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.293 | Train Acc: 90.37% Val. Loss: 0.294 | Val. Acc: 90.45% Epoch: 715 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.292 | Train Acc: 90.37% Val. Loss: 0.294 | Val. Acc: 90.45% Epoch: 716 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.292 | Train Acc: 90.37% Val. Loss: 0.293 | Val. Acc: 90.45% Epoch: 717 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.291 | Train Acc: 90.37% Val. Loss: 0.293 | Val. Acc: 90.45% Epoch: 718 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.291 | Train Acc: 90.37% Val. Loss: 0.292 | Val. Acc: 90.45% Epoch: 719 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.290 | Train Acc: 90.37% Val. Loss: 0.291 | Val. Acc: 90.45% Epoch: 720 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.290 | Train Acc: 90.37% Val. Loss: 0.291 | Val. Acc: 90.45% Epoch: 721 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.289 | Train Acc: 90.37% Val. Loss: 0.290 | Val. Acc: 90.45% Epoch: 722 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.289 | Train Acc: 90.37% Val. Loss: 0.290 | Val. Acc: 90.45% Epoch: 723 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.288 | Train Acc: 90.37% Val. Loss: 0.289 | Val. Acc: 89.45% Epoch: 724 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.288 | Train Acc: 90.37% Val. Loss: 0.289 | Val. Acc: 89.45% Epoch: 725 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.287 | Train Acc: 90.37% Val. Loss: 0.288 | Val. Acc: 89.45% Epoch: 726 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.287 | Train Acc: 90.37% Val. Loss: 0.288 | Val. Acc: 89.45% Epoch: 727 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.286 | Train Acc: 90.37% Val. Loss: 0.287 | Val. Acc: 89.45% Epoch: 728 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.286 | Train Acc: 90.37% Val. Loss: 0.287 | Val. Acc: 89.45% Epoch: 729 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.286 | Train Acc: 90.37% Val. Loss: 0.286 | Val. Acc: 89.45% Epoch: 730 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.285 | Train Acc: 90.37% Val. Loss: 0.286 | Val. Acc: 89.45% Epoch: 731 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.285 | Train Acc: 90.37% Val. Loss: 0.285 | Val. Acc: 89.45% Epoch: 732 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.284 | Train Acc: 90.37% Val. Loss: 0.285 | Val. Acc: 89.45% Epoch: 733 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.284 | Train Acc: 90.37% Val. Loss: 0.284 | Val. Acc: 89.45% Epoch: 734 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.283 | Train Acc: 90.37% Val. Loss: 0.284 | Val. Acc: 89.45% Epoch: 735 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.283 | Train Acc: 90.37% Val. Loss: 0.283 | Val. Acc: 89.45% Epoch: 736 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.282 | Train Acc: 90.37% Val. Loss: 0.283 | Val. Acc: 89.45% Epoch: 737 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.282 | Train Acc: 90.37% Val. Loss: 0.282 | Val. Acc: 89.45% Epoch: 738 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.281 | Train Acc: 90.37% Val. Loss: 0.282 | Val. Acc: 89.45% Epoch: 739 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.281 | Train Acc: 90.37% Val. Loss: 0.282 | Val. Acc: 89.45% Epoch: 740 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.281 | Train Acc: 90.37% Val. Loss: 0.281 | Val. Acc: 89.45% Epoch: 741 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.280 | Train Acc: 90.37% Val. Loss: 0.281 | Val. Acc: 89.45% Epoch: 742 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.280 | Train Acc: 90.37% Val. Loss: 0.280 | Val. Acc: 89.45% Epoch: 743 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.279 | Train Acc: 90.37% Val. Loss: 0.280 | Val. Acc: 89.45% Epoch: 744 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.279 | Train Acc: 90.37% Val. Loss: 0.279 | Val. Acc: 89.45% Epoch: 745 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.278 | Train Acc: 90.37% Val. Loss: 0.279 | Val. Acc: 89.45% Epoch: 746 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.278 | Train Acc: 90.37% Val. Loss: 0.278 | Val. Acc: 89.45% Epoch: 747 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.277 | Train Acc: 90.37% Val. Loss: 0.278 | Val. Acc: 89.45% Epoch: 748 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.277 | Train Acc: 90.37% Val. Loss: 0.277 | Val. Acc: 89.45% Epoch: 749 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.277 | Train Acc: 90.37% Val. Loss: 0.277 | Val. Acc: 89.45% Epoch: 750 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.276 | Train Acc: 90.37% Val. Loss: 0.276 | Val. Acc: 89.45% Epoch: 751 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.276 | Train Acc: 90.37% Val. Loss: 0.276 | Val. Acc: 89.45% Epoch: 752 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.275 | Train Acc: 90.37% Val. Loss: 0.275 | Val. Acc: 89.45% Epoch: 753 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.275 | Train Acc: 90.37% Val. Loss: 0.275 | Val. Acc: 89.45% Epoch: 754 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.274 | Train Acc: 90.37% Val. Loss: 0.275 | Val. Acc: 89.45% Epoch: 755 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.274 | Train Acc: 90.37% Val. Loss: 0.274 | Val. Acc: 89.45% Epoch: 756 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.274 | Train Acc: 90.37% Val. Loss: 0.274 | Val. Acc: 89.45% Epoch: 757 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.273 | Train Acc: 90.37% Val. Loss: 0.273 | Val. Acc: 89.45% Epoch: 758 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.273 | Train Acc: 90.66% Val. Loss: 0.273 | Val. Acc: 89.45% Epoch: 759 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.272 | Train Acc: 90.66% Val. Loss: 0.272 | Val. Acc: 89.45% Epoch: 760 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.272 | Train Acc: 90.66% Val. Loss: 0.272 | Val. Acc: 89.45% Epoch: 761 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.271 | Train Acc: 90.66% Val. Loss: 0.272 | Val. Acc: 89.45% Epoch: 762 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.271 | Train Acc: 90.66% Val. Loss: 0.271 | Val. Acc: 89.45% Epoch: 763 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.271 | Train Acc: 90.66% Val. Loss: 0.271 | Val. Acc: 89.45% Epoch: 764 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.270 | Train Acc: 90.66% Val. Loss: 0.270 | Val. Acc: 89.45% Epoch: 765 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.270 | Train Acc: 90.66% Val. Loss: 0.270 | Val. Acc: 89.45% Epoch: 766 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.269 | Train Acc: 90.66% Val. Loss: 0.269 | Val. Acc: 89.45% Epoch: 767 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.269 | Train Acc: 90.66% Val. Loss: 0.269 | Val. Acc: 89.45% Epoch: 768 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.269 | Train Acc: 90.66% Val. Loss: 0.269 | Val. Acc: 89.45% Epoch: 769 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.268 | Train Acc: 90.66% Val. Loss: 0.268 | Val. Acc: 89.45% Epoch: 770 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.268 | Train Acc: 90.66% Val. Loss: 0.268 | Val. Acc: 89.45% Epoch: 771 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.267 | Train Acc: 90.66% Val. Loss: 0.267 | Val. Acc: 89.45% Epoch: 772 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.267 | Train Acc: 90.66% Val. Loss: 0.267 | Val. Acc: 89.45% Epoch: 773 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.267 | Train Acc: 90.66% Val. Loss: 0.266 | Val. Acc: 89.45% Epoch: 774 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.266 | Train Acc: 90.66% Val. Loss: 0.266 | Val. Acc: 89.45% Epoch: 775 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.266 | Train Acc: 90.66% Val. Loss: 0.266 | Val. Acc: 89.45% Epoch: 776 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.265 | Train Acc: 90.66% Val. Loss: 0.265 | Val. Acc: 89.45% Epoch: 777 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.265 | Train Acc: 90.66% Val. Loss: 0.265 | Val. Acc: 89.45% Epoch: 778 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.265 | Train Acc: 90.66% Val. Loss: 0.264 | Val. Acc: 89.45% Epoch: 779 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.264 | Train Acc: 90.66% Val. Loss: 0.264 | Val. Acc: 89.45% Epoch: 780 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.264 | Train Acc: 90.66% Val. Loss: 0.264 | Val. Acc: 89.45% Epoch: 781 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.263 | Train Acc: 90.66% Val. Loss: 0.263 | Val. Acc: 89.45% Epoch: 782 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.263 | Train Acc: 90.66% Val. Loss: 0.263 | Val. Acc: 89.45% Epoch: 783 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.263 | Train Acc: 90.66% Val. Loss: 0.262 | Val. Acc: 89.45% Epoch: 784 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.262 | Train Acc: 90.66% Val. Loss: 0.262 | Val. Acc: 89.45% Epoch: 785 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.262 | Train Acc: 90.66% Val. Loss: 0.262 | Val. Acc: 89.45% Epoch: 786 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.262 | Train Acc: 90.66% Val. Loss: 0.261 | Val. Acc: 89.45% Epoch: 787 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.261 | Train Acc: 90.66% Val. Loss: 0.261 | Val. Acc: 89.45% Epoch: 788 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.261 | Train Acc: 90.66% Val. Loss: 0.261 | Val. Acc: 89.45% Epoch: 789 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.260 | Train Acc: 90.66% Val. Loss: 0.260 | Val. Acc: 89.45% Epoch: 790 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.260 | Train Acc: 90.66% Val. Loss: 0.260 | Val. Acc: 89.45% Epoch: 791 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.260 | Train Acc: 90.66% Val. Loss: 0.259 | Val. Acc: 89.45% Epoch: 792 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.259 | Train Acc: 90.66% Val. Loss: 0.259 | Val. Acc: 89.45% Epoch: 793 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.259 | Train Acc: 90.66% Val. Loss: 0.259 | Val. Acc: 89.45% Epoch: 794 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.259 | Train Acc: 90.66% Val. Loss: 0.258 | Val. Acc: 89.45% Epoch: 795 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.258 | Train Acc: 90.66% Val. Loss: 0.258 | Val. Acc: 89.45% Epoch: 796 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.258 | Train Acc: 90.66% Val. Loss: 0.258 | Val. Acc: 91.97% Epoch: 797 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.257 | Train Acc: 90.66% Val. Loss: 0.257 | Val. Acc: 91.97% Epoch: 798 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.257 | Train Acc: 90.66% Val. Loss: 0.257 | Val. Acc: 91.97% Epoch: 799 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.257 | Train Acc: 90.66% Val. Loss: 0.256 | Val. Acc: 91.97% Epoch: 800 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.256 | Train Acc: 90.66% Val. Loss: 0.256 | Val. Acc: 91.97% Epoch: 801 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.256 | Train Acc: 90.95% Val. Loss: 0.256 | Val. Acc: 91.97% Epoch: 802 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.256 | Train Acc: 91.80% Val. Loss: 0.255 | Val. Acc: 91.97% Epoch: 803 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.255 | Train Acc: 91.80% Val. Loss: 0.255 | Val. Acc: 91.97% Epoch: 804 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.255 | Train Acc: 91.80% Val. Loss: 0.255 | Val. Acc: 91.97% Epoch: 805 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.255 | Train Acc: 91.80% Val. Loss: 0.254 | Val. Acc: 91.97% Epoch: 806 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.254 | Train Acc: 91.80% Val. Loss: 0.254 | Val. Acc: 91.97% Epoch: 807 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.254 | Train Acc: 91.80% Val. Loss: 0.254 | Val. Acc: 91.97% Epoch: 808 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.254 | Train Acc: 91.80% Val. Loss: 0.253 | Val. Acc: 91.97% Epoch: 809 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.253 | Train Acc: 91.80% Val. Loss: 0.253 | Val. Acc: 91.97% Epoch: 810 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.253 | Train Acc: 91.80% Val. Loss: 0.253 | Val. Acc: 91.97% Epoch: 811 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.252 | Train Acc: 91.80% Val. Loss: 0.252 | Val. Acc: 91.97% Epoch: 812 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.252 | Train Acc: 91.80% Val. Loss: 0.252 | Val. Acc: 91.97% Epoch: 813 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.252 | Train Acc: 91.80% Val. Loss: 0.251 | Val. Acc: 91.97% Epoch: 814 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.251 | Train Acc: 91.80% Val. Loss: 0.251 | Val. Acc: 91.97% Epoch: 815 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.251 | Train Acc: 91.80% Val. Loss: 0.251 | Val. Acc: 91.97% Epoch: 816 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.251 | Train Acc: 91.80% Val. Loss: 0.250 | Val. Acc: 91.97% Epoch: 817 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.250 | Train Acc: 91.80% Val. Loss: 0.250 | Val. Acc: 91.97% Epoch: 818 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.250 | Train Acc: 91.80% Val. Loss: 0.250 | Val. Acc: 91.97% Epoch: 819 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.250 | Train Acc: 91.80% Val. Loss: 0.249 | Val. Acc: 91.97% Epoch: 820 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.249 | Train Acc: 91.80% Val. Loss: 0.249 | Val. Acc: 91.97% Epoch: 821 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.249 | Train Acc: 91.80% Val. Loss: 0.249 | Val. Acc: 91.97% Epoch: 822 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.249 | Train Acc: 91.80% Val. Loss: 0.248 | Val. Acc: 91.97% Epoch: 823 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.248 | Train Acc: 91.80% Val. Loss: 0.248 | Val. Acc: 91.97% Epoch: 824 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.248 | Train Acc: 91.80% Val. Loss: 0.248 | Val. Acc: 91.97% Epoch: 825 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.248 | Train Acc: 91.80% Val. Loss: 0.247 | Val. Acc: 91.97% Epoch: 826 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.247 | Train Acc: 91.80% Val. Loss: 0.247 | Val. Acc: 91.97% Epoch: 827 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.247 | Train Acc: 91.80% Val. Loss: 0.247 | Val. Acc: 91.97% Epoch: 828 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.247 | Train Acc: 91.80% Val. Loss: 0.247 | Val. Acc: 91.97% Epoch: 829 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.246 | Train Acc: 91.80% Val. Loss: 0.246 | Val. Acc: 91.97% Epoch: 830 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.246 | Train Acc: 91.80% Val. Loss: 0.246 | Val. Acc: 91.97% Epoch: 831 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.246 | Train Acc: 91.80% Val. Loss: 0.246 | Val. Acc: 91.97% Epoch: 832 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.245 | Train Acc: 91.80% Val. Loss: 0.245 | Val. Acc: 91.97% Epoch: 833 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.245 | Train Acc: 91.80% Val. Loss: 0.245 | Val. Acc: 91.97% Epoch: 834 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.245 | Train Acc: 91.80% Val. Loss: 0.245 | Val. Acc: 91.97% Epoch: 835 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.244 | Train Acc: 91.80% Val. Loss: 0.244 | Val. Acc: 91.97% Epoch: 836 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.244 | Train Acc: 91.80% Val. Loss: 0.244 | Val. Acc: 91.97% Epoch: 837 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.244 | Train Acc: 91.80% Val. Loss: 0.244 | Val. Acc: 91.97% Epoch: 838 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.244 | Train Acc: 91.80% Val. Loss: 0.243 | Val. Acc: 91.97% Epoch: 839 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.243 | Train Acc: 91.80% Val. Loss: 0.243 | Val. Acc: 91.97% Epoch: 840 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.243 | Train Acc: 91.80% Val. Loss: 0.243 | Val. Acc: 91.97% Epoch: 841 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.243 | Train Acc: 91.80% Val. Loss: 0.243 | Val. Acc: 91.97% Epoch: 842 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.242 | Train Acc: 91.80% Val. Loss: 0.242 | Val. Acc: 91.97% Epoch: 843 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.242 | Train Acc: 91.80% Val. Loss: 0.242 | Val. Acc: 91.97% Epoch: 844 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.242 | Train Acc: 91.80% Val. Loss: 0.242 | Val. Acc: 91.97% Epoch: 845 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.241 | Train Acc: 91.80% Val. Loss: 0.241 | Val. Acc: 91.97% Epoch: 846 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.241 | Train Acc: 91.80% Val. Loss: 0.241 | Val. Acc: 91.97% Epoch: 847 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.241 | Train Acc: 91.80% Val. Loss: 0.241 | Val. Acc: 91.97% Epoch: 848 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.240 | Train Acc: 91.80% Val. Loss: 0.240 | Val. Acc: 91.97% Epoch: 849 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.240 | Train Acc: 91.80% Val. Loss: 0.240 | Val. Acc: 91.97% Epoch: 850 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.240 | Train Acc: 91.80% Val. Loss: 0.240 | Val. Acc: 91.97% Epoch: 851 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.240 | Train Acc: 91.80% Val. Loss: 0.240 | Val. Acc: 91.97% Epoch: 852 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.239 | Train Acc: 91.80% Val. Loss: 0.239 | Val. Acc: 91.97% Epoch: 853 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.239 | Train Acc: 91.80% Val. Loss: 0.239 | Val. Acc: 91.97% Epoch: 854 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.239 | Train Acc: 91.80% Val. Loss: 0.239 | Val. Acc: 91.97% Epoch: 855 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.238 | Train Acc: 91.80% Val. Loss: 0.238 | Val. Acc: 91.97% Epoch: 856 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.238 | Train Acc: 91.80% Val. Loss: 0.238 | Val. Acc: 91.97% Epoch: 857 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.238 | Train Acc: 91.80% Val. Loss: 0.238 | Val. Acc: 91.97% Epoch: 858 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.237 | Train Acc: 91.80% Val. Loss: 0.238 | Val. Acc: 91.97% Epoch: 859 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.237 | Train Acc: 91.80% Val. Loss: 0.237 | Val. Acc: 91.97% Epoch: 860 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.237 | Train Acc: 91.80% Val. Loss: 0.237 | Val. Acc: 91.97% Epoch: 861 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.237 | Train Acc: 91.80% Val. Loss: 0.237 | Val. Acc: 91.97% Epoch: 862 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.236 | Train Acc: 91.80% Val. Loss: 0.236 | Val. Acc: 91.97% Epoch: 863 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.236 | Train Acc: 91.80% Val. Loss: 0.236 | Val. Acc: 91.97% Epoch: 864 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.236 | Train Acc: 91.80% Val. Loss: 0.236 | Val. Acc: 91.97% Epoch: 865 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.235 | Train Acc: 91.80% Val. Loss: 0.236 | Val. Acc: 91.97% Epoch: 866 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.235 | Train Acc: 91.80% Val. Loss: 0.235 | Val. Acc: 91.97% Epoch: 867 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.235 | Train Acc: 91.80% Val. Loss: 0.235 | Val. Acc: 91.97% Epoch: 868 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.235 | Train Acc: 91.80% Val. Loss: 0.235 | Val. Acc: 91.97% Epoch: 869 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.234 | Train Acc: 91.80% Val. Loss: 0.235 | Val. Acc: 91.97% Epoch: 870 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.234 | Train Acc: 91.80% Val. Loss: 0.234 | Val. Acc: 91.97% Epoch: 871 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.234 | Train Acc: 91.80% Val. Loss: 0.234 | Val. Acc: 91.97% Epoch: 872 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.233 | Train Acc: 91.80% Val. Loss: 0.234 | Val. Acc: 91.97% Epoch: 873 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.233 | Train Acc: 91.80% Val. Loss: 0.234 | Val. Acc: 91.97% Epoch: 874 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.233 | Train Acc: 91.80% Val. Loss: 0.233 | Val. Acc: 91.97% Epoch: 875 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.233 | Train Acc: 91.80% Val. Loss: 0.233 | Val. Acc: 91.97% Epoch: 876 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.232 | Train Acc: 91.80% Val. Loss: 0.233 | Val. Acc: 91.97% Epoch: 877 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.232 | Train Acc: 91.80% Val. Loss: 0.233 | Val. Acc: 91.97% Epoch: 878 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.232 | Train Acc: 91.80% Val. Loss: 0.232 | Val. Acc: 91.97% Epoch: 879 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.231 | Train Acc: 91.80% Val. Loss: 0.232 | Val. Acc: 91.97% Epoch: 880 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.231 | Train Acc: 91.80% Val. Loss: 0.232 | Val. Acc: 91.97% Epoch: 881 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.231 | Train Acc: 91.80% Val. Loss: 0.232 | Val. Acc: 91.97% Epoch: 882 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.231 | Train Acc: 91.80% Val. Loss: 0.231 | Val. Acc: 91.97% Epoch: 883 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.230 | Train Acc: 91.80% Val. Loss: 0.231 | Val. Acc: 91.97% Epoch: 884 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.230 | Train Acc: 91.80% Val. Loss: 0.231 | Val. Acc: 91.97% Epoch: 885 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.230 | Train Acc: 91.80% Val. Loss: 0.231 | Val. Acc: 91.97% Epoch: 886 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.230 | Train Acc: 91.80% Val. Loss: 0.230 | Val. Acc: 91.97% Epoch: 887 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.229 | Train Acc: 91.80% Val. Loss: 0.230 | Val. Acc: 91.97% Epoch: 888 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.229 | Train Acc: 91.80% Val. Loss: 0.230 | Val. Acc: 91.97% Epoch: 889 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.229 | Train Acc: 91.80% Val. Loss: 0.230 | Val. Acc: 91.97% Epoch: 890 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.229 | Train Acc: 91.80% Val. Loss: 0.229 | Val. Acc: 91.97% Epoch: 891 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.228 | Train Acc: 91.80% Val. Loss: 0.229 | Val. Acc: 91.97% Epoch: 892 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.228 | Train Acc: 91.80% Val. Loss: 0.229 | Val. Acc: 91.97% Epoch: 893 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.228 | Train Acc: 91.80% Val. Loss: 0.229 | Val. Acc: 91.97% Epoch: 894 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.227 | Train Acc: 91.80% Val. Loss: 0.228 | Val. Acc: 91.97% Epoch: 895 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.227 | Train Acc: 91.80% Val. Loss: 0.228 | Val. Acc: 91.97% Epoch: 896 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.227 | Train Acc: 91.80% Val. Loss: 0.228 | Val. Acc: 91.97% Epoch: 897 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.227 | Train Acc: 91.80% Val. Loss: 0.228 | Val. Acc: 91.97% Epoch: 898 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.226 | Train Acc: 91.80% Val. Loss: 0.227 | Val. Acc: 91.97% Epoch: 899 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.226 | Train Acc: 91.80% Val. Loss: 0.227 | Val. Acc: 91.97% Epoch: 900 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.226 | Train Acc: 91.80% Val. Loss: 0.227 | Val. Acc: 91.97% Epoch: 901 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.226 | Train Acc: 91.80% Val. Loss: 0.227 | Val. Acc: 91.97% Epoch: 902 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.225 | Train Acc: 91.80% Val. Loss: 0.226 | Val. Acc: 91.97% Epoch: 903 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.225 | Train Acc: 91.80% Val. Loss: 0.226 | Val. Acc: 91.97% Epoch: 904 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.225 | Train Acc: 91.80% Val. Loss: 0.226 | Val. Acc: 91.97% Epoch: 905 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.225 | Train Acc: 91.80% Val. Loss: 0.226 | Val. Acc: 91.97% Epoch: 906 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.224 | Train Acc: 91.80% Val. Loss: 0.226 | Val. Acc: 91.97% Epoch: 907 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.224 | Train Acc: 91.80% Val. Loss: 0.225 | Val. Acc: 91.97% Epoch: 908 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.224 | Train Acc: 91.80% Val. Loss: 0.225 | Val. Acc: 91.97% Epoch: 909 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.224 | Train Acc: 91.80% Val. Loss: 0.225 | Val. Acc: 91.97% Epoch: 910 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.223 | Train Acc: 91.80% Val. Loss: 0.225 | Val. Acc: 91.97% Epoch: 911 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.223 | Train Acc: 91.80% Val. Loss: 0.224 | Val. Acc: 91.97% Epoch: 912 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.223 | Train Acc: 91.80% Val. Loss: 0.224 | Val. Acc: 91.97% Epoch: 913 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.223 | Train Acc: 91.80% Val. Loss: 0.224 | Val. Acc: 91.97% Epoch: 914 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.222 | Train Acc: 91.80% Val. Loss: 0.224 | Val. Acc: 91.97% Epoch: 915 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.222 | Train Acc: 91.80% Val. Loss: 0.224 | Val. Acc: 91.97% Epoch: 916 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.222 | Train Acc: 91.80% Val. Loss: 0.223 | Val. Acc: 91.97% Epoch: 917 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.222 | Train Acc: 91.80% Val. Loss: 0.223 | Val. Acc: 91.97% Epoch: 918 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.221 | Train Acc: 91.80% Val. Loss: 0.223 | Val. Acc: 91.97% Epoch: 919 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.221 | Train Acc: 91.80% Val. Loss: 0.223 | Val. Acc: 91.97% Epoch: 920 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.221 | Train Acc: 91.80% Val. Loss: 0.223 | Val. Acc: 91.97% Epoch: 921 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.221 | Train Acc: 91.80% Val. Loss: 0.222 | Val. Acc: 91.97% Epoch: 922 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.220 | Train Acc: 91.80% Val. Loss: 0.222 | Val. Acc: 91.97% Epoch: 923 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.220 | Train Acc: 91.80% Val. Loss: 0.222 | Val. Acc: 91.97% Epoch: 924 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.220 | Train Acc: 91.80% Val. Loss: 0.222 | Val. Acc: 91.97% Epoch: 925 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.220 | Train Acc: 91.80% Val. Loss: 0.221 | Val. Acc: 91.97% Epoch: 926 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.220 | Train Acc: 91.80% Val. Loss: 0.221 | Val. Acc: 91.97% Epoch: 927 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.219 | Train Acc: 91.80% Val. Loss: 0.221 | Val. Acc: 91.97% Epoch: 928 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.219 | Train Acc: 91.80% Val. Loss: 0.221 | Val. Acc: 91.97% Epoch: 929 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.219 | Train Acc: 91.80% Val. Loss: 0.221 | Val. Acc: 91.97% Epoch: 930 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.219 | Train Acc: 91.80% Val. Loss: 0.220 | Val. Acc: 91.97% Epoch: 931 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.218 | Train Acc: 91.80% Val. Loss: 0.220 | Val. Acc: 91.97% Epoch: 932 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.218 | Train Acc: 91.80% Val. Loss: 0.220 | Val. Acc: 91.97% Epoch: 933 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.218 | Train Acc: 91.80% Val. Loss: 0.220 | Val. Acc: 91.97% Epoch: 934 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.218 | Train Acc: 91.80% Val. Loss: 0.220 | Val. Acc: 91.97% Epoch: 935 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.217 | Train Acc: 91.80% Val. Loss: 0.219 | Val. Acc: 91.97% Epoch: 936 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.217 | Train Acc: 91.80% Val. Loss: 0.219 | Val. Acc: 91.97% Epoch: 937 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.217 | Train Acc: 91.80% Val. Loss: 0.219 | Val. Acc: 91.97% Epoch: 938 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.217 | Train Acc: 91.80% Val. Loss: 0.219 | Val. Acc: 91.97% Epoch: 939 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.217 | Train Acc: 91.80% Val. Loss: 0.219 | Val. Acc: 91.97% Epoch: 940 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.216 | Train Acc: 91.80% Val. Loss: 0.218 | Val. Acc: 91.97% Epoch: 941 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.216 | Train Acc: 91.80% Val. Loss: 0.218 | Val. Acc: 91.97% Epoch: 942 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.216 | Train Acc: 91.80% Val. Loss: 0.218 | Val. Acc: 91.97% Epoch: 943 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.216 | Train Acc: 91.80% Val. Loss: 0.218 | Val. Acc: 91.97% Epoch: 944 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.215 | Train Acc: 91.80% Val. Loss: 0.218 | Val. Acc: 91.97% Epoch: 945 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.215 | Train Acc: 91.80% Val. Loss: 0.217 | Val. Acc: 91.97% Epoch: 946 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.215 | Train Acc: 91.80% Val. Loss: 0.217 | Val. Acc: 91.97% Epoch: 947 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.215 | Train Acc: 91.80% Val. Loss: 0.217 | Val. Acc: 91.97% Epoch: 948 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.215 | Train Acc: 91.80% Val. Loss: 0.217 | Val. Acc: 91.97% Epoch: 949 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.214 | Train Acc: 91.80% Val. Loss: 0.217 | Val. Acc: 91.97% Epoch: 950 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.214 | Train Acc: 91.80% Val. Loss: 0.217 | Val. Acc: 91.97% Epoch: 951 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.214 | Train Acc: 91.80% Val. Loss: 0.216 | Val. Acc: 91.97% Epoch: 952 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.214 | Train Acc: 91.80% Val. Loss: 0.216 | Val. Acc: 91.97% Epoch: 953 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.213 | Train Acc: 91.80% Val. Loss: 0.216 | Val. Acc: 91.97% Epoch: 954 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.213 | Train Acc: 91.80% Val. Loss: 0.216 | Val. Acc: 91.97% Epoch: 955 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.213 | Train Acc: 91.80% Val. Loss: 0.216 | Val. Acc: 91.97% Epoch: 956 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.213 | Train Acc: 91.80% Val. Loss: 0.215 | Val. Acc: 91.97% Epoch: 957 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.213 | Train Acc: 91.80% Val. Loss: 0.215 | Val. Acc: 91.97% Epoch: 958 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.212 | Train Acc: 91.80% Val. Loss: 0.215 | Val. Acc: 91.97% Epoch: 959 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.212 | Train Acc: 91.80% Val. Loss: 0.215 | Val. Acc: 91.97% Epoch: 960 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.212 | Train Acc: 91.80% Val. Loss: 0.215 | Val. Acc: 91.97% Epoch: 961 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.212 | Train Acc: 91.80% Val. Loss: 0.215 | Val. Acc: 91.97% Epoch: 962 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.211 | Train Acc: 91.80% Val. Loss: 0.214 | Val. Acc: 91.97% Epoch: 963 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.211 | Train Acc: 91.80% Val. Loss: 0.214 | Val. Acc: 91.97% Epoch: 964 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.211 | Train Acc: 91.80% Val. Loss: 0.214 | Val. Acc: 91.97% Epoch: 965 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.211 | Train Acc: 91.80% Val. Loss: 0.214 | Val. Acc: 91.97% Epoch: 966 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.211 | Train Acc: 91.80% Val. Loss: 0.214 | Val. Acc: 91.97% Epoch: 967 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.210 | Train Acc: 91.80% Val. Loss: 0.213 | Val. Acc: 91.97% Epoch: 968 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.210 | Train Acc: 91.80% Val. Loss: 0.213 | Val. Acc: 91.97% Epoch: 969 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.210 | Train Acc: 91.80% Val. Loss: 0.213 | Val. Acc: 91.97% Epoch: 970 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.210 | Train Acc: 91.80% Val. Loss: 0.213 | Val. Acc: 91.97% Epoch: 971 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.210 | Train Acc: 91.80% Val. Loss: 0.213 | Val. Acc: 91.97% Epoch: 972 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.209 | Train Acc: 91.80% Val. Loss: 0.213 | Val. Acc: 91.97% Epoch: 973 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.209 | Train Acc: 91.80% Val. Loss: 0.212 | Val. Acc: 91.97% Epoch: 974 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.209 | Train Acc: 91.80% Val. Loss: 0.212 | Val. Acc: 91.97% Epoch: 975 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.209 | Train Acc: 91.80% Val. Loss: 0.212 | Val. Acc: 91.97% Epoch: 976 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.209 | Train Acc: 91.80% Val. Loss: 0.212 | Val. Acc: 91.97% Epoch: 977 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.208 | Train Acc: 91.80% Val. Loss: 0.212 | Val. Acc: 91.97% Epoch: 978 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.208 | Train Acc: 91.80% Val. Loss: 0.212 | Val. Acc: 91.97% Epoch: 979 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.208 | Train Acc: 91.80% Val. Loss: 0.211 | Val. Acc: 91.97% Epoch: 980 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.208 | Train Acc: 91.80% Val. Loss: 0.211 | Val. Acc: 91.97% Epoch: 981 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.208 | Train Acc: 91.80% Val. Loss: 0.211 | Val. Acc: 91.97% Epoch: 982 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.207 | Train Acc: 91.80% Val. Loss: 0.211 | Val. Acc: 91.97% Epoch: 983 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.207 | Train Acc: 91.80% Val. Loss: 0.211 | Val. Acc: 91.97% Epoch: 984 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.207 | Train Acc: 91.80% Val. Loss: 0.211 | Val. Acc: 91.97% Epoch: 985 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.207 | Train Acc: 91.80% Val. Loss: 0.210 | Val. Acc: 91.97% Epoch: 986 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.206 | Train Acc: 91.80% Val. Loss: 0.210 | Val. Acc: 91.97% Epoch: 987 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.206 | Train Acc: 91.80% Val. Loss: 0.210 | Val. Acc: 91.97% Epoch: 988 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.206 | Train Acc: 92.25% Val. Loss: 0.210 | Val. Acc: 92.97% Epoch: 989 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.206 | Train Acc: 92.25% Val. Loss: 0.210 | Val. Acc: 92.97% Epoch: 990 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.206 | Train Acc: 92.25% Val. Loss: 0.210 | Val. Acc: 92.97% Epoch: 991 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.206 | Train Acc: 92.25% Val. Loss: 0.209 | Val. Acc: 92.97% Epoch: 992 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.205 | Train Acc: 92.25% Val. Loss: 0.209 | Val. Acc: 92.97% Epoch: 993 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.205 | Train Acc: 92.25% Val. Loss: 0.209 | Val. Acc: 92.97% Epoch: 994 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.205 | Train Acc: 92.25% Val. Loss: 0.209 | Val. Acc: 92.97% Epoch: 995 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.205 | Train Acc: 92.25% Val. Loss: 0.209 | Val. Acc: 92.97% Epoch: 996 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.205 | Train Acc: 92.25% Val. Loss: 0.209 | Val. Acc: 92.97% Epoch: 997 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.204 | Train Acc: 92.54% Val. Loss: 0.209 | Val. Acc: 92.97% Epoch: 998 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.204 | Train Acc: 92.54% Val. Loss: 0.208 | Val. Acc: 92.97% Epoch: 999 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.204 | Train Acc: 92.54% Val. Loss: 0.208 | Val. Acc: 92.97% Epoch: 1000 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.204 | Train Acc: 92.54% Val. Loss: 0.208 | Val. Acc: 92.97%
Test Loss: 0.167 | Test Acc: 94.67%
precision recall f1-score support
0 0.92 0.88 0.90 41
1 0.92 0.95 0.94 63
accuracy 0.92 104
macro avg 0.92 0.92 0.92 104
weighted avg 0.92 0.92 0.92 104
Tiempo total de entrenamiento: 0 mins, 20 segundos
En este caso se tien un batch_size más grande que en la parte 1, por lo que es mucho más rápido el entrenamiento, pero la función de costos decrece más lento y tiene menor accuracy en el conjunto de test. En general es un buen resultado, pero no hay que tener en cuenta que esto depende de cada problema.
model5 = MLP(INPUT_DIM, OUTPUT_DIM)
model5, res5 = entrenar_red("Modelo5",model5, lr, n_epocas,shuffle = False, MINI_BATCH = len(train_dataset))
Se entrena en: cpu Epoch: 01 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.626 | Train Acc: 0.00% Val. Loss: 4.624 | Val. Acc: 0.00% Epoch: 02 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.625 | Train Acc: 0.00% Val. Loss: 4.623 | Val. Acc: 0.00% Epoch: 03 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.624 | Train Acc: 0.00% Val. Loss: 4.622 | Val. Acc: 0.00% Epoch: 04 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.623 | Train Acc: 0.00% Val. Loss: 4.621 | Val. Acc: 0.00% Epoch: 05 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.622 | Train Acc: 0.00% Val. Loss: 4.619 | Val. Acc: 0.00% Epoch: 06 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.620 | Train Acc: 0.00% Val. Loss: 4.618 | Val. Acc: 0.00% Epoch: 07 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.619 | Train Acc: 0.00% Val. Loss: 4.617 | Val. Acc: 0.00% Epoch: 08 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.618 | Train Acc: 0.00% Val. Loss: 4.616 | Val. Acc: 0.00% Epoch: 09 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.617 | Train Acc: 0.00% Val. Loss: 4.615 | Val. Acc: 0.00% Epoch: 10 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.616 | Train Acc: 0.00% Val. Loss: 4.614 | Val. Acc: 0.00% Epoch: 11 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.614 | Train Acc: 0.00% Val. Loss: 4.613 | Val. Acc: 0.00% Epoch: 12 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.613 | Train Acc: 0.00% Val. Loss: 4.612 | Val. Acc: 0.00% Epoch: 13 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.612 | Train Acc: 0.00% Val. Loss: 4.610 | Val. Acc: 0.00% Epoch: 14 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.611 | Train Acc: 0.00% Val. Loss: 4.609 | Val. Acc: 0.00% Epoch: 15 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.610 | Train Acc: 0.00% Val. Loss: 4.608 | Val. Acc: 0.00% Epoch: 16 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.608 | Train Acc: 0.00% Val. Loss: 4.607 | Val. Acc: 0.00% Epoch: 17 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.607 | Train Acc: 0.00% Val. Loss: 4.606 | Val. Acc: 0.00% Epoch: 18 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.606 | Train Acc: 0.00% Val. Loss: 4.605 | Val. Acc: 0.00% Epoch: 19 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.605 | Train Acc: 0.00% Val. Loss: 4.604 | Val. Acc: 0.00% Epoch: 20 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.604 | Train Acc: 0.00% Val. Loss: 4.602 | Val. Acc: 0.00% Epoch: 21 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.602 | Train Acc: 0.00% Val. Loss: 4.601 | Val. Acc: 0.00% Epoch: 22 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.601 | Train Acc: 0.00% Val. Loss: 4.600 | Val. Acc: 0.00% Epoch: 23 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.600 | Train Acc: 0.00% Val. Loss: 4.599 | Val. Acc: 0.00% Epoch: 24 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.599 | Train Acc: 0.00% Val. Loss: 4.598 | Val. Acc: 0.00% Epoch: 25 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.598 | Train Acc: 0.00% Val. Loss: 4.597 | Val. Acc: 0.00% Epoch: 26 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.596 | Train Acc: 0.00% Val. Loss: 4.596 | Val. Acc: 0.00% Epoch: 27 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.595 | Train Acc: 0.00% Val. Loss: 4.595 | Val. Acc: 0.00% Epoch: 28 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.594 | Train Acc: 0.00% Val. Loss: 4.593 | Val. Acc: 0.00% Epoch: 29 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.593 | Train Acc: 0.00% Val. Loss: 4.592 | Val. Acc: 0.00% Epoch: 30 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.592 | Train Acc: 0.00% Val. Loss: 4.591 | Val. Acc: 0.00% Epoch: 31 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.590 | Train Acc: 0.00% Val. Loss: 4.590 | Val. Acc: 0.00% Epoch: 32 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.589 | Train Acc: 0.00% Val. Loss: 4.589 | Val. Acc: 0.00% Epoch: 33 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.588 | Train Acc: 0.00% Val. Loss: 4.588 | Val. Acc: 0.00% Epoch: 34 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.587 | Train Acc: 0.00% Val. Loss: 4.587 | Val. Acc: 0.00% Epoch: 35 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.586 | Train Acc: 0.00% Val. Loss: 4.585 | Val. Acc: 0.00% Epoch: 36 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.584 | Train Acc: 0.00% Val. Loss: 4.584 | Val. Acc: 0.00% Epoch: 37 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.583 | Train Acc: 0.00% Val. Loss: 4.583 | Val. Acc: 0.00% Epoch: 38 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.582 | Train Acc: 0.00% Val. Loss: 4.582 | Val. Acc: 0.00% Epoch: 39 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.581 | Train Acc: 0.00% Val. Loss: 4.581 | Val. Acc: 0.00% Epoch: 40 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.580 | Train Acc: 0.00% Val. Loss: 4.580 | Val. Acc: 0.00% Epoch: 41 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.578 | Train Acc: 0.00% Val. Loss: 4.579 | Val. Acc: 0.00% Epoch: 42 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.577 | Train Acc: 0.00% Val. Loss: 4.577 | Val. Acc: 0.00% Epoch: 43 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.576 | Train Acc: 0.00% Val. Loss: 4.576 | Val. Acc: 0.00% Epoch: 44 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.575 | Train Acc: 0.00% Val. Loss: 4.575 | Val. Acc: 0.00% Epoch: 45 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.573 | Train Acc: 0.00% Val. Loss: 4.574 | Val. Acc: 0.00% Epoch: 46 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.573 | Val. Acc: 0.00% Epoch: 47 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 48 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 49 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 50 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 51 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 52 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 53 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 54 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 55 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 56 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 57 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 58 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 59 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 60 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.555 | Train Acc: 0.00% Val. Loss: 4.557 | Val. Acc: 0.00% Epoch: 61 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.554 | Train Acc: 0.00% Val. Loss: 4.556 | Val. Acc: 0.00% Epoch: 62 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.553 | Train Acc: 0.00% Val. Loss: 4.555 | Val. Acc: 0.00% Epoch: 63 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.552 | Train Acc: 0.00% Val. Loss: 4.553 | Val. Acc: 0.00% Epoch: 64 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.550 | Train Acc: 0.00% Val. Loss: 4.552 | Val. Acc: 0.00% Epoch: 65 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.549 | Train Acc: 0.00% Val. Loss: 4.551 | Val. Acc: 0.00% Epoch: 66 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.548 | Train Acc: 0.00% Val. Loss: 4.550 | Val. Acc: 0.00% Epoch: 67 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.547 | Train Acc: 0.00% Val. Loss: 4.549 | Val. Acc: 0.00% Epoch: 68 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.546 | Train Acc: 0.00% Val. Loss: 4.548 | Val. Acc: 0.00% Epoch: 69 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.544 | Train Acc: 0.00% Val. Loss: 4.547 | Val. Acc: 0.00% Epoch: 70 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.543 | Train Acc: 0.00% Val. Loss: 4.545 | Val. Acc: 0.00% Epoch: 71 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.542 | Train Acc: 0.00% Val. Loss: 4.544 | Val. Acc: 0.00% Epoch: 72 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.541 | Train Acc: 0.00% Val. Loss: 4.543 | Val. Acc: 0.00% Epoch: 73 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.539 | Train Acc: 0.00% Val. Loss: 4.542 | Val. Acc: 0.00% Epoch: 74 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.538 | Train Acc: 0.00% Val. Loss: 4.541 | Val. Acc: 0.00% Epoch: 75 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.537 | Train Acc: 0.00% Val. Loss: 4.540 | Val. Acc: 0.00% Epoch: 76 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.536 | Train Acc: 0.00% Val. Loss: 4.538 | Val. Acc: 0.00% Epoch: 77 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.535 | Train Acc: 0.00% Val. Loss: 4.537 | Val. Acc: 0.00% Epoch: 78 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.533 | Train Acc: 0.00% Val. Loss: 4.536 | Val. Acc: 1.20% Epoch: 79 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.532 | Train Acc: 0.30% Val. Loss: 4.535 | Val. Acc: 2.41% Epoch: 80 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.531 | Train Acc: 0.90% Val. Loss: 4.534 | Val. Acc: 2.41% Epoch: 81 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.530 | Train Acc: 0.90% Val. Loss: 4.533 | Val. Acc: 2.41% Epoch: 82 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.528 | Train Acc: 0.90% Val. Loss: 4.531 | Val. Acc: 2.41% Epoch: 83 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.527 | Train Acc: 0.90% Val. Loss: 4.530 | Val. Acc: 8.43% Epoch: 84 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.526 | Train Acc: 2.71% Val. Loss: 4.529 | Val. Acc: 8.43% Epoch: 85 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.525 | Train Acc: 2.71% Val. Loss: 4.528 | Val. Acc: 8.43% Epoch: 86 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.523 | Train Acc: 2.71% Val. Loss: 4.527 | Val. Acc: 8.43% Epoch: 87 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.522 | Train Acc: 3.61% Val. Loss: 4.526 | Val. Acc: 10.84% Epoch: 88 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.521 | Train Acc: 6.63% Val. Loss: 4.524 | Val. Acc: 12.05% Epoch: 89 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.520 | Train Acc: 7.83% Val. Loss: 4.523 | Val. Acc: 16.87% Epoch: 90 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.518 | Train Acc: 10.24% Val. Loss: 4.522 | Val. Acc: 22.89% Epoch: 91 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.517 | Train Acc: 11.45% Val. Loss: 4.521 | Val. Acc: 26.51% Epoch: 92 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.516 | Train Acc: 12.95% Val. Loss: 4.520 | Val. Acc: 26.51% Epoch: 93 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.515 | Train Acc: 14.76% Val. Loss: 4.518 | Val. Acc: 26.51% Epoch: 94 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.513 | Train Acc: 17.17% Val. Loss: 4.517 | Val. Acc: 26.51% Epoch: 95 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.512 | Train Acc: 18.98% Val. Loss: 4.516 | Val. Acc: 30.12% Epoch: 96 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.511 | Train Acc: 22.59% Val. Loss: 4.515 | Val. Acc: 33.73% Epoch: 97 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.510 | Train Acc: 29.22% Val. Loss: 4.514 | Val. Acc: 33.73% Epoch: 98 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.508 | Train Acc: 31.33% Val. Loss: 4.512 | Val. Acc: 39.76% Epoch: 99 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.507 | Train Acc: 33.73% Val. Loss: 4.511 | Val. Acc: 42.17% Epoch: 100 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.506 | Train Acc: 35.54% Val. Loss: 4.510 | Val. Acc: 43.37% Epoch: 101 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.505 | Train Acc: 37.05% Val. Loss: 4.509 | Val. Acc: 45.78% Epoch: 102 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.503 | Train Acc: 40.06% Val. Loss: 4.508 | Val. Acc: 46.99% Epoch: 103 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.502 | Train Acc: 41.87% Val. Loss: 4.507 | Val. Acc: 46.99% Epoch: 104 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.501 | Train Acc: 43.98% Val. Loss: 4.505 | Val. Acc: 48.19% Epoch: 105 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.500 | Train Acc: 46.39% Val. Loss: 4.504 | Val. Acc: 49.40% Epoch: 106 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.498 | Train Acc: 47.59% Val. Loss: 4.503 | Val. Acc: 49.40% Epoch: 107 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.497 | Train Acc: 48.80% Val. Loss: 4.502 | Val. Acc: 49.40% Epoch: 108 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.496 | Train Acc: 52.41% Val. Loss: 4.501 | Val. Acc: 49.40% Epoch: 109 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.494 | Train Acc: 53.92% Val. Loss: 4.499 | Val. Acc: 50.60% Epoch: 110 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.493 | Train Acc: 55.12% Val. Loss: 4.498 | Val. Acc: 53.01% Epoch: 111 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.492 | Train Acc: 55.72% Val. Loss: 4.497 | Val. Acc: 53.01% Epoch: 112 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.491 | Train Acc: 56.33% Val. Loss: 4.496 | Val. Acc: 53.01% Epoch: 113 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.489 | Train Acc: 57.53% Val. Loss: 4.494 | Val. Acc: 55.42% Epoch: 114 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.488 | Train Acc: 58.43% Val. Loss: 4.493 | Val. Acc: 55.42% Epoch: 115 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.487 | Train Acc: 58.73% Val. Loss: 4.492 | Val. Acc: 56.63% Epoch: 116 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.485 | Train Acc: 59.64% Val. Loss: 4.491 | Val. Acc: 56.63% Epoch: 117 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.484 | Train Acc: 61.75% Val. Loss: 4.490 | Val. Acc: 56.63% Epoch: 118 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.483 | Train Acc: 62.95% Val. Loss: 4.488 | Val. Acc: 56.63% Epoch: 119 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.482 | Train Acc: 62.95% Val. Loss: 4.487 | Val. Acc: 56.63% Epoch: 120 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.480 | Train Acc: 62.95% Val. Loss: 4.486 | Val. Acc: 56.63% Epoch: 121 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.479 | Train Acc: 62.95% Val. Loss: 4.485 | Val. Acc: 56.63% Epoch: 122 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.478 | Train Acc: 62.95% Val. Loss: 4.483 | Val. Acc: 56.63% Epoch: 123 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.476 | Train Acc: 62.95% Val. Loss: 4.482 | Val. Acc: 56.63% Epoch: 124 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.475 | Train Acc: 62.95% Val. Loss: 4.481 | Val. Acc: 56.63% Epoch: 125 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.474 | Train Acc: 62.95% Val. Loss: 4.480 | Val. Acc: 56.63% Epoch: 126 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.472 | Train Acc: 62.95% Val. Loss: 4.478 | Val. Acc: 56.63% Epoch: 127 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.471 | Train Acc: 62.95% Val. Loss: 4.477 | Val. Acc: 56.63% Epoch: 128 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.470 | Train Acc: 62.95% Val. Loss: 4.476 | Val. Acc: 56.63% Epoch: 129 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.468 | Train Acc: 62.95% Val. Loss: 4.475 | Val. Acc: 56.63% Epoch: 130 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.467 | Train Acc: 62.95% Val. Loss: 4.473 | Val. Acc: 56.63% Epoch: 131 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.466 | Train Acc: 62.95% Val. Loss: 4.472 | Val. Acc: 56.63% Epoch: 132 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.464 | Train Acc: 62.95% Val. Loss: 4.471 | Val. Acc: 56.63% Epoch: 133 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.463 | Train Acc: 62.95% Val. Loss: 4.470 | Val. Acc: 56.63% Epoch: 134 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.462 | Train Acc: 62.95% Val. Loss: 4.468 | Val. Acc: 56.63% Epoch: 135 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.460 | Train Acc: 62.95% Val. Loss: 4.467 | Val. Acc: 56.63% Epoch: 136 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.459 | Train Acc: 62.95% Val. Loss: 4.466 | Val. Acc: 56.63% Epoch: 137 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.458 | Train Acc: 62.95% Val. Loss: 4.465 | Val. Acc: 56.63% Epoch: 138 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.456 | Train Acc: 62.95% Val. Loss: 4.463 | Val. Acc: 56.63% Epoch: 139 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.455 | Train Acc: 62.95% Val. Loss: 4.462 | Val. Acc: 56.63% Epoch: 140 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.454 | Train Acc: 62.95% Val. Loss: 4.461 | Val. Acc: 56.63% Epoch: 141 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.452 | Train Acc: 62.95% Val. Loss: 4.460 | Val. Acc: 56.63% Epoch: 142 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.451 | Train Acc: 62.95% Val. Loss: 4.458 | Val. Acc: 56.63% Epoch: 143 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.450 | Train Acc: 62.95% Val. Loss: 4.457 | Val. Acc: 56.63% Epoch: 144 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.448 | Train Acc: 62.95% Val. Loss: 4.456 | Val. Acc: 56.63% Epoch: 145 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.447 | Train Acc: 62.95% Val. Loss: 4.455 | Val. Acc: 56.63% Epoch: 146 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.446 | Train Acc: 62.95% Val. Loss: 4.453 | Val. Acc: 56.63% Epoch: 147 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.444 | Train Acc: 62.95% Val. Loss: 4.452 | Val. Acc: 56.63% Epoch: 148 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.443 | Train Acc: 62.95% Val. Loss: 4.451 | Val. Acc: 56.63% Epoch: 149 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.442 | Train Acc: 62.95% Val. Loss: 4.449 | Val. Acc: 56.63% Epoch: 150 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.440 | Train Acc: 62.95% Val. Loss: 4.448 | Val. Acc: 56.63% Epoch: 151 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.439 | Train Acc: 62.95% Val. Loss: 4.447 | Val. Acc: 56.63% Epoch: 152 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.437 | Train Acc: 62.95% Val. Loss: 4.445 | Val. Acc: 56.63% Epoch: 153 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.436 | Train Acc: 62.95% Val. Loss: 4.444 | Val. Acc: 56.63% Epoch: 154 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.435 | Train Acc: 62.95% Val. Loss: 4.443 | Val. Acc: 56.63% Epoch: 155 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.433 | Train Acc: 62.95% Val. Loss: 4.442 | Val. Acc: 56.63% Epoch: 156 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.432 | Train Acc: 62.95% Val. Loss: 4.440 | Val. Acc: 56.63% Epoch: 157 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.431 | Train Acc: 62.95% Val. Loss: 4.439 | Val. Acc: 56.63% Epoch: 158 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.429 | Train Acc: 62.95% Val. Loss: 4.438 | Val. Acc: 56.63% Epoch: 159 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.428 | Train Acc: 62.95% Val. Loss: 4.436 | Val. Acc: 56.63% Epoch: 160 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.426 | Train Acc: 62.95% Val. Loss: 4.435 | Val. Acc: 56.63% Epoch: 161 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.425 | Train Acc: 62.95% Val. Loss: 4.434 | Val. Acc: 56.63% Epoch: 162 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.424 | Train Acc: 62.95% Val. Loss: 4.432 | Val. Acc: 56.63% Epoch: 163 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.422 | Train Acc: 62.95% Val. Loss: 4.431 | Val. Acc: 56.63% Epoch: 164 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.421 | Train Acc: 62.95% Val. Loss: 4.430 | Val. Acc: 56.63% Epoch: 165 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.419 | Train Acc: 62.95% Val. Loss: 4.428 | Val. Acc: 56.63% Epoch: 166 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.418 | Train Acc: 62.95% Val. Loss: 4.427 | Val. Acc: 56.63% Epoch: 167 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.417 | Train Acc: 62.95% Val. Loss: 4.426 | Val. Acc: 56.63% Epoch: 168 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.415 | Train Acc: 62.95% Val. Loss: 4.424 | Val. Acc: 56.63% Epoch: 169 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.414 | Train Acc: 62.95% Val. Loss: 4.423 | Val. Acc: 56.63% Epoch: 170 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.412 | Train Acc: 62.95% Val. Loss: 4.422 | Val. Acc: 56.63% Epoch: 171 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.411 | Train Acc: 62.95% Val. Loss: 4.420 | Val. Acc: 56.63% Epoch: 172 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.409 | Train Acc: 62.95% Val. Loss: 4.419 | Val. Acc: 56.63% Epoch: 173 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.408 | Train Acc: 62.95% Val. Loss: 4.418 | Val. Acc: 56.63% Epoch: 174 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.407 | Train Acc: 62.95% Val. Loss: 4.416 | Val. Acc: 56.63% Epoch: 175 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.405 | Train Acc: 62.95% Val. Loss: 4.415 | Val. Acc: 56.63% Epoch: 176 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.404 | Train Acc: 62.95% Val. Loss: 4.413 | Val. Acc: 56.63% Epoch: 177 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.402 | Train Acc: 62.95% Val. Loss: 4.412 | Val. Acc: 56.63% Epoch: 178 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.401 | Train Acc: 62.95% Val. Loss: 4.411 | Val. Acc: 56.63% Epoch: 179 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.399 | Train Acc: 62.95% Val. Loss: 4.409 | Val. Acc: 56.63% Epoch: 180 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.398 | Train Acc: 62.95% Val. Loss: 4.408 | Val. Acc: 56.63% Epoch: 181 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.396 | Train Acc: 62.95% Val. Loss: 4.407 | Val. Acc: 56.63% Epoch: 182 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.395 | Train Acc: 62.95% Val. Loss: 4.405 | Val. Acc: 56.63% Epoch: 183 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.393 | Train Acc: 62.95% Val. Loss: 4.404 | Val. Acc: 56.63% Epoch: 184 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.392 | Train Acc: 62.95% Val. Loss: 4.402 | Val. Acc: 56.63% Epoch: 185 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.390 | Train Acc: 62.95% Val. Loss: 4.401 | Val. Acc: 56.63% Epoch: 186 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.389 | Train Acc: 62.95% Val. Loss: 4.400 | Val. Acc: 56.63% Epoch: 187 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.388 | Train Acc: 62.95% Val. Loss: 4.398 | Val. Acc: 56.63% Epoch: 188 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.386 | Train Acc: 62.95% Val. Loss: 4.397 | Val. Acc: 56.63% Epoch: 189 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.385 | Train Acc: 62.95% Val. Loss: 4.395 | Val. Acc: 56.63% Epoch: 190 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.383 | Train Acc: 62.95% Val. Loss: 4.394 | Val. Acc: 56.63% Epoch: 191 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.382 | Train Acc: 62.95% Val. Loss: 4.393 | Val. Acc: 56.63% Epoch: 192 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.380 | Train Acc: 62.95% Val. Loss: 4.391 | Val. Acc: 56.63% Epoch: 193 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.378 | Train Acc: 62.95% Val. Loss: 4.390 | Val. Acc: 56.63% Epoch: 194 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.377 | Train Acc: 62.95% Val. Loss: 4.388 | Val. Acc: 56.63% Epoch: 195 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.375 | Train Acc: 62.95% Val. Loss: 4.387 | Val. Acc: 56.63% Epoch: 196 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.374 | Train Acc: 62.95% Val. Loss: 4.385 | Val. Acc: 56.63% Epoch: 197 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.372 | Train Acc: 62.95% Val. Loss: 4.384 | Val. Acc: 56.63% Epoch: 198 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.371 | Train Acc: 62.95% Val. Loss: 4.382 | Val. Acc: 56.63% Epoch: 199 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.369 | Train Acc: 62.95% Val. Loss: 4.381 | Val. Acc: 56.63% Epoch: 200 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.368 | Train Acc: 62.95% Val. Loss: 4.380 | Val. Acc: 56.63% Epoch: 201 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.366 | Train Acc: 62.95% Val. Loss: 4.378 | Val. Acc: 56.63% Epoch: 202 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.365 | Train Acc: 62.95% Val. Loss: 4.377 | Val. Acc: 56.63% Epoch: 203 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.363 | Train Acc: 62.95% Val. Loss: 4.375 | Val. Acc: 56.63% Epoch: 204 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.362 | Train Acc: 62.95% Val. Loss: 4.374 | Val. Acc: 56.63% Epoch: 205 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.360 | Train Acc: 62.95% Val. Loss: 4.372 | Val. Acc: 56.63% Epoch: 206 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.358 | Train Acc: 62.95% Val. Loss: 4.371 | Val. Acc: 56.63% Epoch: 207 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.357 | Train Acc: 62.95% Val. Loss: 4.369 | Val. Acc: 56.63% Epoch: 208 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.355 | Train Acc: 62.95% Val. Loss: 4.368 | Val. Acc: 56.63% Epoch: 209 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.354 | Train Acc: 62.95% Val. Loss: 4.366 | Val. Acc: 56.63% Epoch: 210 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.352 | Train Acc: 62.95% Val. Loss: 4.365 | Val. Acc: 56.63% Epoch: 211 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.351 | Train Acc: 62.95% Val. Loss: 4.363 | Val. Acc: 56.63% Epoch: 212 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.349 | Train Acc: 62.95% Val. Loss: 4.362 | Val. Acc: 56.63% Epoch: 213 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.347 | Train Acc: 62.95% Val. Loss: 4.360 | Val. Acc: 56.63% Epoch: 214 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.346 | Train Acc: 62.95% Val. Loss: 4.359 | Val. Acc: 56.63% Epoch: 215 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.344 | Train Acc: 62.95% Val. Loss: 4.357 | Val. Acc: 56.63% Epoch: 216 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.343 | Train Acc: 62.95% Val. Loss: 4.356 | Val. Acc: 56.63% Epoch: 217 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.341 | Train Acc: 62.95% Val. Loss: 4.354 | Val. Acc: 56.63% Epoch: 218 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.339 | Train Acc: 62.95% Val. Loss: 4.353 | Val. Acc: 56.63% Epoch: 219 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.338 | Train Acc: 62.95% Val. Loss: 4.351 | Val. Acc: 56.63% Epoch: 220 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.336 | Train Acc: 62.95% Val. Loss: 4.350 | Val. Acc: 56.63% Epoch: 221 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.334 | Train Acc: 62.95% Val. Loss: 4.348 | Val. Acc: 56.63% Epoch: 222 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.333 | Train Acc: 62.95% Val. Loss: 4.347 | Val. Acc: 56.63% Epoch: 223 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.331 | Train Acc: 62.95% Val. Loss: 4.345 | Val. Acc: 56.63% Epoch: 224 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.329 | Train Acc: 62.95% Val. Loss: 4.343 | Val. Acc: 56.63% Epoch: 225 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.328 | Train Acc: 62.95% Val. Loss: 4.342 | Val. Acc: 56.63% Epoch: 226 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.326 | Train Acc: 62.95% Val. Loss: 4.340 | Val. Acc: 56.63% Epoch: 227 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.324 | Train Acc: 62.95% Val. Loss: 4.339 | Val. Acc: 56.63% Epoch: 228 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.323 | Train Acc: 62.95% Val. Loss: 4.337 | Val. Acc: 56.63% Epoch: 229 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.321 | Train Acc: 62.95% Val. Loss: 4.336 | Val. Acc: 56.63% Epoch: 230 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.319 | Train Acc: 62.95% Val. Loss: 4.334 | Val. Acc: 56.63% Epoch: 231 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.318 | Train Acc: 62.95% Val. Loss: 4.332 | Val. Acc: 56.63% Epoch: 232 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.316 | Train Acc: 62.95% Val. Loss: 4.331 | Val. Acc: 56.63% Epoch: 233 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.314 | Train Acc: 62.95% Val. Loss: 4.329 | Val. Acc: 56.63% Epoch: 234 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.313 | Train Acc: 62.95% Val. Loss: 4.328 | Val. Acc: 56.63% Epoch: 235 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.311 | Train Acc: 62.95% Val. Loss: 4.326 | Val. Acc: 56.63% Epoch: 236 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.309 | Train Acc: 62.95% Val. Loss: 4.324 | Val. Acc: 56.63% Epoch: 237 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.307 | Train Acc: 62.95% Val. Loss: 4.323 | Val. Acc: 56.63% Epoch: 238 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.306 | Train Acc: 62.95% Val. Loss: 4.321 | Val. Acc: 56.63% Epoch: 239 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.304 | Train Acc: 62.95% Val. Loss: 4.319 | Val. Acc: 56.63% Epoch: 240 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.302 | Train Acc: 62.95% Val. Loss: 4.318 | Val. Acc: 56.63% Epoch: 241 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.300 | Train Acc: 62.95% Val. Loss: 4.316 | Val. Acc: 56.63% Epoch: 242 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.299 | Train Acc: 62.95% Val. Loss: 4.315 | Val. Acc: 56.63% Epoch: 243 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.297 | Train Acc: 62.95% Val. Loss: 4.313 | Val. Acc: 56.63% Epoch: 244 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.295 | Train Acc: 62.95% Val. Loss: 4.311 | Val. Acc: 56.63% Epoch: 245 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.293 | Train Acc: 62.95% Val. Loss: 4.310 | Val. Acc: 56.63% Epoch: 246 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.292 | Train Acc: 62.95% Val. Loss: 4.308 | Val. Acc: 56.63% Epoch: 247 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.290 | Train Acc: 62.95% Val. Loss: 4.306 | Val. Acc: 56.63% Epoch: 248 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.288 | Train Acc: 62.95% Val. Loss: 4.304 | Val. Acc: 56.63% Epoch: 249 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.286 | Train Acc: 62.95% Val. Loss: 4.303 | Val. Acc: 56.63% Epoch: 250 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.284 | Train Acc: 62.95% Val. Loss: 4.301 | Val. Acc: 56.63% Epoch: 251 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.283 | Train Acc: 62.95% Val. Loss: 4.299 | Val. Acc: 56.63% Epoch: 252 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.281 | Train Acc: 62.95% Val. Loss: 4.298 | Val. Acc: 56.63% Epoch: 253 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.279 | Train Acc: 62.95% Val. Loss: 4.296 | Val. Acc: 56.63% Epoch: 254 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.277 | Train Acc: 62.95% Val. Loss: 4.294 | Val. Acc: 56.63% Epoch: 255 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.275 | Train Acc: 62.95% Val. Loss: 4.293 | Val. Acc: 56.63% Epoch: 256 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.273 | Train Acc: 62.95% Val. Loss: 4.291 | Val. Acc: 56.63% Epoch: 257 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.272 | Train Acc: 62.95% Val. Loss: 4.289 | Val. Acc: 56.63% Epoch: 258 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.270 | Train Acc: 62.95% Val. Loss: 4.287 | Val. Acc: 56.63% Epoch: 259 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.268 | Train Acc: 62.95% Val. Loss: 4.286 | Val. Acc: 56.63% Epoch: 260 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.266 | Train Acc: 62.95% Val. Loss: 4.284 | Val. Acc: 56.63% Epoch: 261 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.264 | Train Acc: 62.95% Val. Loss: 4.282 | Val. Acc: 56.63% Epoch: 262 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.262 | Train Acc: 62.95% Val. Loss: 4.280 | Val. Acc: 56.63% Epoch: 263 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.260 | Train Acc: 62.95% Val. Loss: 4.278 | Val. Acc: 56.63% Epoch: 264 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.258 | Train Acc: 62.95% Val. Loss: 4.277 | Val. Acc: 56.63% Epoch: 265 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.257 | Train Acc: 62.95% Val. Loss: 4.275 | Val. Acc: 56.63% Epoch: 266 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.255 | Train Acc: 62.95% Val. Loss: 4.273 | Val. Acc: 56.63% Epoch: 267 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.253 | Train Acc: 62.95% Val. Loss: 4.271 | Val. Acc: 56.63% Epoch: 268 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.251 | Train Acc: 62.95% Val. Loss: 4.269 | Val. Acc: 56.63% Epoch: 269 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.249 | Train Acc: 62.95% Val. Loss: 4.268 | Val. Acc: 56.63% Epoch: 270 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.247 | Train Acc: 62.95% Val. Loss: 4.266 | Val. Acc: 56.63% Epoch: 271 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.245 | Train Acc: 62.95% Val. Loss: 4.264 | Val. Acc: 56.63% Epoch: 272 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.243 | Train Acc: 62.95% Val. Loss: 4.262 | Val. Acc: 56.63% Epoch: 273 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.241 | Train Acc: 62.95% Val. Loss: 4.260 | Val. Acc: 56.63% Epoch: 274 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.239 | Train Acc: 62.95% Val. Loss: 4.258 | Val. Acc: 56.63% Epoch: 275 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.237 | Train Acc: 62.95% Val. Loss: 4.257 | Val. Acc: 56.63% Epoch: 276 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.235 | Train Acc: 62.95% Val. Loss: 4.255 | Val. Acc: 56.63% Epoch: 277 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.233 | Train Acc: 62.95% Val. Loss: 4.253 | Val. Acc: 56.63% Epoch: 278 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.231 | Train Acc: 62.95% Val. Loss: 4.251 | Val. Acc: 56.63% Epoch: 279 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.229 | Train Acc: 62.95% Val. Loss: 4.249 | Val. Acc: 56.63% Epoch: 280 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.227 | Train Acc: 62.95% Val. Loss: 4.247 | Val. Acc: 56.63% Epoch: 281 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.225 | Train Acc: 62.95% Val. Loss: 4.245 | Val. Acc: 56.63% Epoch: 282 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.223 | Train Acc: 62.95% Val. Loss: 4.243 | Val. Acc: 56.63% Epoch: 283 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.221 | Train Acc: 62.95% Val. Loss: 4.241 | Val. Acc: 56.63% Epoch: 284 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.219 | Train Acc: 62.95% Val. Loss: 4.240 | Val. Acc: 56.63% Epoch: 285 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.217 | Train Acc: 62.95% Val. Loss: 4.238 | Val. Acc: 56.63% Epoch: 286 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.215 | Train Acc: 62.95% Val. Loss: 4.236 | Val. Acc: 56.63% Epoch: 287 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.213 | Train Acc: 62.95% Val. Loss: 4.234 | Val. Acc: 56.63% Epoch: 288 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.211 | Train Acc: 62.95% Val. Loss: 4.232 | Val. Acc: 56.63% Epoch: 289 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.208 | Train Acc: 62.95% Val. Loss: 4.230 | Val. Acc: 56.63% Epoch: 290 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.206 | Train Acc: 62.95% Val. Loss: 4.228 | Val. Acc: 56.63% Epoch: 291 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.204 | Train Acc: 62.95% Val. Loss: 4.226 | Val. Acc: 56.63% Epoch: 292 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.202 | Train Acc: 62.95% Val. Loss: 4.224 | Val. Acc: 56.63% Epoch: 293 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.200 | Train Acc: 62.95% Val. Loss: 4.222 | Val. Acc: 56.63% Epoch: 294 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.198 | Train Acc: 62.95% Val. Loss: 4.220 | Val. Acc: 56.63% Epoch: 295 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.196 | Train Acc: 62.95% Val. Loss: 4.218 | Val. Acc: 56.63% Epoch: 296 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.194 | Train Acc: 62.95% Val. Loss: 4.216 | Val. Acc: 56.63% Epoch: 297 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.191 | Train Acc: 62.95% Val. Loss: 4.214 | Val. Acc: 56.63% Epoch: 298 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.189 | Train Acc: 62.95% Val. Loss: 4.212 | Val. Acc: 56.63% Epoch: 299 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.187 | Train Acc: 62.95% Val. Loss: 4.210 | Val. Acc: 56.63% Epoch: 300 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.185 | Train Acc: 62.95% Val. Loss: 4.208 | Val. Acc: 56.63% Epoch: 301 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.183 | Train Acc: 62.95% Val. Loss: 4.205 | Val. Acc: 56.63% Epoch: 302 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.180 | Train Acc: 62.95% Val. Loss: 4.203 | Val. Acc: 56.63% Epoch: 303 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.178 | Train Acc: 62.95% Val. Loss: 4.201 | Val. Acc: 56.63% Epoch: 304 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.176 | Train Acc: 62.95% Val. Loss: 4.199 | Val. Acc: 56.63% Epoch: 305 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.174 | Train Acc: 62.95% Val. Loss: 4.197 | Val. Acc: 56.63% Epoch: 306 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.171 | Train Acc: 62.95% Val. Loss: 4.195 | Val. Acc: 56.63% Epoch: 307 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.169 | Train Acc: 62.95% Val. Loss: 4.193 | Val. Acc: 56.63% Epoch: 308 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.167 | Train Acc: 62.95% Val. Loss: 4.191 | Val. Acc: 56.63% Epoch: 309 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.165 | Train Acc: 62.95% Val. Loss: 4.189 | Val. Acc: 56.63% Epoch: 310 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.162 | Train Acc: 62.95% Val. Loss: 4.186 | Val. Acc: 56.63% Epoch: 311 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.160 | Train Acc: 62.95% Val. Loss: 4.184 | Val. Acc: 56.63% Epoch: 312 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.158 | Train Acc: 62.95% Val. Loss: 4.182 | Val. Acc: 56.63% Epoch: 313 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.155 | Train Acc: 62.95% Val. Loss: 4.180 | Val. Acc: 56.63% Epoch: 314 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.153 | Train Acc: 62.95% Val. Loss: 4.178 | Val. Acc: 56.63% Epoch: 315 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.151 | Train Acc: 62.95% Val. Loss: 4.175 | Val. Acc: 56.63% Epoch: 316 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.148 | Train Acc: 62.95% Val. Loss: 4.173 | Val. Acc: 56.63% Epoch: 317 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.146 | Train Acc: 62.95% Val. Loss: 4.171 | Val. Acc: 56.63% Epoch: 318 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.143 | Train Acc: 62.95% Val. Loss: 4.169 | Val. Acc: 56.63% Epoch: 319 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.141 | Train Acc: 62.95% Val. Loss: 4.167 | Val. Acc: 56.63% Epoch: 320 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.139 | Train Acc: 62.95% Val. Loss: 4.164 | Val. Acc: 56.63% Epoch: 321 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.136 | Train Acc: 62.95% Val. Loss: 4.162 | Val. Acc: 56.63% Epoch: 322 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.134 | Train Acc: 62.95% Val. Loss: 4.160 | Val. Acc: 56.63% Epoch: 323 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.131 | Train Acc: 62.95% Val. Loss: 4.157 | Val. Acc: 56.63% Epoch: 324 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.129 | Train Acc: 62.95% Val. Loss: 4.155 | Val. Acc: 56.63% Epoch: 325 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.126 | Train Acc: 62.95% Val. Loss: 4.153 | Val. Acc: 56.63% Epoch: 326 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.124 | Train Acc: 62.95% Val. Loss: 4.151 | Val. Acc: 56.63% Epoch: 327 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.121 | Train Acc: 62.95% Val. Loss: 4.148 | Val. Acc: 56.63% Epoch: 328 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.119 | Train Acc: 62.95% Val. Loss: 4.146 | Val. Acc: 56.63% Epoch: 329 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.116 | Train Acc: 62.95% Val. Loss: 4.144 | Val. Acc: 56.63% Epoch: 330 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.114 | Train Acc: 62.95% Val. Loss: 4.141 | Val. Acc: 56.63% Epoch: 331 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.111 | Train Acc: 62.95% Val. Loss: 4.139 | Val. Acc: 56.63% Epoch: 332 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.109 | Train Acc: 62.95% Val. Loss: 4.136 | Val. Acc: 56.63% Epoch: 333 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.106 | Train Acc: 62.95% Val. Loss: 4.134 | Val. Acc: 56.63% Epoch: 334 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.104 | Train Acc: 62.95% Val. Loss: 4.132 | Val. Acc: 56.63% Epoch: 335 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.101 | Train Acc: 62.95% Val. Loss: 4.129 | Val. Acc: 56.63% Epoch: 336 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.098 | Train Acc: 62.95% Val. Loss: 4.127 | Val. Acc: 56.63% Epoch: 337 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.096 | Train Acc: 62.95% Val. Loss: 4.124 | Val. Acc: 56.63% Epoch: 338 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.093 | Train Acc: 62.95% Val. Loss: 4.122 | Val. Acc: 56.63% Epoch: 339 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.091 | Train Acc: 62.95% Val. Loss: 4.119 | Val. Acc: 56.63% Epoch: 340 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.088 | Train Acc: 62.95% Val. Loss: 4.117 | Val. Acc: 56.63% Epoch: 341 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.085 | Train Acc: 62.95% Val. Loss: 4.114 | Val. Acc: 56.63% Epoch: 342 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.083 | Train Acc: 62.95% Val. Loss: 4.112 | Val. Acc: 56.63% Epoch: 343 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.080 | Train Acc: 62.95% Val. Loss: 4.109 | Val. Acc: 56.63% Epoch: 344 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.077 | Train Acc: 62.95% Val. Loss: 4.107 | Val. Acc: 56.63% Epoch: 345 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.074 | Train Acc: 62.95% Val. Loss: 4.104 | Val. Acc: 56.63% Epoch: 346 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.072 | Train Acc: 62.95% Val. Loss: 4.102 | Val. Acc: 56.63% Epoch: 347 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.069 | Train Acc: 62.95% Val. Loss: 4.099 | Val. Acc: 56.63% Epoch: 348 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.066 | Train Acc: 62.95% Val. Loss: 4.096 | Val. Acc: 56.63% Epoch: 349 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.063 | Train Acc: 62.95% Val. Loss: 4.094 | Val. Acc: 56.63% Epoch: 350 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.060 | Train Acc: 62.95% Val. Loss: 4.091 | Val. Acc: 56.63% Epoch: 351 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.058 | Train Acc: 62.95% Val. Loss: 4.088 | Val. Acc: 56.63% Epoch: 352 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.055 | Train Acc: 62.95% Val. Loss: 4.086 | Val. Acc: 56.63% Epoch: 353 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.052 | Train Acc: 62.95% Val. Loss: 4.083 | Val. Acc: 56.63% Epoch: 354 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.049 | Train Acc: 62.95% Val. Loss: 4.080 | Val. Acc: 56.63% Epoch: 355 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.046 | Train Acc: 62.95% Val. Loss: 4.078 | Val. Acc: 56.63% Epoch: 356 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.043 | Train Acc: 62.95% Val. Loss: 4.075 | Val. Acc: 56.63% Epoch: 357 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.040 | Train Acc: 62.95% Val. Loss: 4.072 | Val. Acc: 56.63% Epoch: 358 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.037 | Train Acc: 62.95% Val. Loss: 4.070 | Val. Acc: 56.63% Epoch: 359 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.034 | Train Acc: 62.95% Val. Loss: 4.067 | Val. Acc: 56.63% Epoch: 360 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.031 | Train Acc: 62.95% Val. Loss: 4.064 | Val. Acc: 56.63% Epoch: 361 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.028 | Train Acc: 62.95% Val. Loss: 4.061 | Val. Acc: 56.63% Epoch: 362 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.025 | Train Acc: 62.95% Val. Loss: 4.058 | Val. Acc: 56.63% Epoch: 363 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.022 | Train Acc: 62.95% Val. Loss: 4.056 | Val. Acc: 56.63% Epoch: 364 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.019 | Train Acc: 62.95% Val. Loss: 4.053 | Val. Acc: 56.63% Epoch: 365 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.016 | Train Acc: 62.95% Val. Loss: 4.050 | Val. Acc: 56.63% Epoch: 366 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.013 | Train Acc: 62.95% Val. Loss: 4.047 | Val. Acc: 56.63% Epoch: 367 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.010 | Train Acc: 62.95% Val. Loss: 4.044 | Val. Acc: 56.63% Epoch: 368 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.007 | Train Acc: 62.95% Val. Loss: 4.041 | Val. Acc: 56.63% Epoch: 369 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.004 | Train Acc: 62.95% Val. Loss: 4.038 | Val. Acc: 56.63% Epoch: 370 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.001 | Train Acc: 62.95% Val. Loss: 4.035 | Val. Acc: 56.63% Epoch: 371 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.998 | Train Acc: 62.95% Val. Loss: 4.032 | Val. Acc: 56.63% Epoch: 372 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.994 | Train Acc: 62.95% Val. Loss: 4.029 | Val. Acc: 56.63% Epoch: 373 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.991 | Train Acc: 62.95% Val. Loss: 4.026 | Val. Acc: 56.63% Epoch: 374 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.988 | Train Acc: 62.95% Val. Loss: 4.023 | Val. Acc: 56.63% Epoch: 375 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.985 | Train Acc: 62.95% Val. Loss: 4.020 | Val. Acc: 56.63% Epoch: 376 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.982 | Train Acc: 62.95% Val. Loss: 4.017 | Val. Acc: 56.63% Epoch: 377 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.978 | Train Acc: 62.95% Val. Loss: 4.014 | Val. Acc: 56.63% Epoch: 378 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.975 | Train Acc: 62.95% Val. Loss: 4.011 | Val. Acc: 56.63% Epoch: 379 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.972 | Train Acc: 62.95% Val. Loss: 4.008 | Val. Acc: 56.63% Epoch: 380 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.968 | Train Acc: 62.95% Val. Loss: 4.005 | Val. Acc: 56.63% Epoch: 381 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.965 | Train Acc: 62.95% Val. Loss: 4.002 | Val. Acc: 56.63% Epoch: 382 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.962 | Train Acc: 62.95% Val. Loss: 3.999 | Val. Acc: 56.63% Epoch: 383 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.958 | Train Acc: 62.95% Val. Loss: 3.996 | Val. Acc: 56.63% Epoch: 384 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.955 | Train Acc: 62.95% Val. Loss: 3.992 | Val. Acc: 56.63% Epoch: 385 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.951 | Train Acc: 62.95% Val. Loss: 3.989 | Val. Acc: 56.63% Epoch: 386 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.948 | Train Acc: 62.95% Val. Loss: 3.986 | Val. Acc: 56.63% Epoch: 387 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.945 | Train Acc: 62.95% Val. Loss: 3.983 | Val. Acc: 56.63% Epoch: 388 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.941 | Train Acc: 62.95% Val. Loss: 3.979 | Val. Acc: 56.63% Epoch: 389 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.938 | Train Acc: 62.95% Val. Loss: 3.976 | Val. Acc: 56.63% Epoch: 390 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.934 | Train Acc: 62.95% Val. Loss: 3.973 | Val. Acc: 56.63% Epoch: 391 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.930 | Train Acc: 62.95% Val. Loss: 3.970 | Val. Acc: 56.63% Epoch: 392 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.927 | Train Acc: 62.95% Val. Loss: 3.966 | Val. Acc: 56.63% Epoch: 393 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.923 | Train Acc: 62.95% Val. Loss: 3.963 | Val. Acc: 56.63% Epoch: 394 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.920 | Train Acc: 62.95% Val. Loss: 3.959 | Val. Acc: 56.63% Epoch: 395 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.916 | Train Acc: 62.95% Val. Loss: 3.956 | Val. Acc: 56.63% Epoch: 396 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.912 | Train Acc: 62.95% Val. Loss: 3.953 | Val. Acc: 56.63% Epoch: 397 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.909 | Train Acc: 62.95% Val. Loss: 3.949 | Val. Acc: 56.63% Epoch: 398 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.905 | Train Acc: 62.95% Val. Loss: 3.946 | Val. Acc: 56.63% Epoch: 399 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.901 | Train Acc: 62.95% Val. Loss: 3.942 | Val. Acc: 56.63% Epoch: 400 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.897 | Train Acc: 62.95% Val. Loss: 3.939 | Val. Acc: 56.63% Epoch: 401 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.894 | Train Acc: 62.95% Val. Loss: 3.935 | Val. Acc: 56.63% Epoch: 402 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.890 | Train Acc: 62.95% Val. Loss: 3.932 | Val. Acc: 56.63% Epoch: 403 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.886 | Train Acc: 62.95% Val. Loss: 3.928 | Val. Acc: 56.63% Epoch: 404 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.882 | Train Acc: 62.95% Val. Loss: 3.925 | Val. Acc: 56.63% Epoch: 405 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.878 | Train Acc: 62.95% Val. Loss: 3.921 | Val. Acc: 56.63% Epoch: 406 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.874 | Train Acc: 62.95% Val. Loss: 3.917 | Val. Acc: 56.63% Epoch: 407 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.871 | Train Acc: 62.95% Val. Loss: 3.914 | Val. Acc: 56.63% Epoch: 408 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.867 | Train Acc: 62.95% Val. Loss: 3.910 | Val. Acc: 56.63% Epoch: 409 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.863 | Train Acc: 62.95% Val. Loss: 3.906 | Val. Acc: 56.63% Epoch: 410 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.859 | Train Acc: 62.95% Val. Loss: 3.902 | Val. Acc: 56.63% Epoch: 411 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.855 | Train Acc: 62.95% Val. Loss: 3.899 | Val. Acc: 56.63% Epoch: 412 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.851 | Train Acc: 62.95% Val. Loss: 3.895 | Val. Acc: 56.63% Epoch: 413 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.847 | Train Acc: 62.95% Val. Loss: 3.891 | Val. Acc: 56.63% Epoch: 414 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.842 | Train Acc: 62.95% Val. Loss: 3.887 | Val. Acc: 56.63% Epoch: 415 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.838 | Train Acc: 62.95% Val. Loss: 3.883 | Val. Acc: 56.63% Epoch: 416 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.834 | Train Acc: 62.95% Val. Loss: 3.880 | Val. Acc: 56.63% Epoch: 417 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.830 | Train Acc: 62.95% Val. Loss: 3.876 | Val. Acc: 56.63% Epoch: 418 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.826 | Train Acc: 62.95% Val. Loss: 3.872 | Val. Acc: 56.63% Epoch: 419 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.822 | Train Acc: 62.95% Val. Loss: 3.868 | Val. Acc: 56.63% Epoch: 420 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.817 | Train Acc: 62.95% Val. Loss: 3.864 | Val. Acc: 56.63% Epoch: 421 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.813 | Train Acc: 62.95% Val. Loss: 3.860 | Val. Acc: 56.63% Epoch: 422 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.809 | Train Acc: 62.95% Val. Loss: 3.856 | Val. Acc: 56.63% Epoch: 423 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.804 | Train Acc: 62.95% Val. Loss: 3.852 | Val. Acc: 56.63% Epoch: 424 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.800 | Train Acc: 62.95% Val. Loss: 3.848 | Val. Acc: 56.63% Epoch: 425 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.796 | Train Acc: 62.95% Val. Loss: 3.844 | Val. Acc: 56.63% Epoch: 426 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.791 | Train Acc: 62.95% Val. Loss: 3.839 | Val. Acc: 56.63% Epoch: 427 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.787 | Train Acc: 62.95% Val. Loss: 3.835 | Val. Acc: 56.63% Epoch: 428 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.782 | Train Acc: 62.95% Val. Loss: 3.831 | Val. Acc: 56.63% Epoch: 429 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.778 | Train Acc: 62.95% Val. Loss: 3.827 | Val. Acc: 56.63% Epoch: 430 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.773 | Train Acc: 62.95% Val. Loss: 3.823 | Val. Acc: 56.63% Epoch: 431 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.768 | Train Acc: 62.95% Val. Loss: 3.818 | Val. Acc: 56.63% Epoch: 432 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.764 | Train Acc: 62.95% Val. Loss: 3.814 | Val. Acc: 56.63% Epoch: 433 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.759 | Train Acc: 62.95% Val. Loss: 3.810 | Val. Acc: 56.63% Epoch: 434 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.755 | Train Acc: 62.95% Val. Loss: 3.805 | Val. Acc: 56.63% Epoch: 435 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.750 | Train Acc: 62.95% Val. Loss: 3.801 | Val. Acc: 56.63% Epoch: 436 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.745 | Train Acc: 62.95% Val. Loss: 3.797 | Val. Acc: 56.63% Epoch: 437 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.740 | Train Acc: 62.95% Val. Loss: 3.792 | Val. Acc: 56.63% Epoch: 438 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.736 | Train Acc: 62.95% Val. Loss: 3.788 | Val. Acc: 56.63% Epoch: 439 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.731 | Train Acc: 62.95% Val. Loss: 3.783 | Val. Acc: 56.63% Epoch: 440 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.726 | Train Acc: 62.95% Val. Loss: 3.779 | Val. Acc: 56.63% Epoch: 441 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.721 | Train Acc: 62.95% Val. Loss: 3.774 | Val. Acc: 56.63% Epoch: 442 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.716 | Train Acc: 62.95% Val. Loss: 3.769 | Val. Acc: 56.63% Epoch: 443 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.711 | Train Acc: 62.95% Val. Loss: 3.765 | Val. Acc: 56.63% Epoch: 444 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.706 | Train Acc: 62.95% Val. Loss: 3.760 | Val. Acc: 56.63% Epoch: 445 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.701 | Train Acc: 62.95% Val. Loss: 3.755 | Val. Acc: 56.63% Epoch: 446 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.696 | Train Acc: 62.95% Val. Loss: 3.751 | Val. Acc: 56.63% Epoch: 447 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.691 | Train Acc: 62.95% Val. Loss: 3.746 | Val. Acc: 56.63% Epoch: 448 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.686 | Train Acc: 62.95% Val. Loss: 3.741 | Val. Acc: 56.63% Epoch: 449 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.680 | Train Acc: 62.95% Val. Loss: 3.736 | Val. Acc: 56.63% Epoch: 450 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.675 | Train Acc: 62.95% Val. Loss: 3.732 | Val. Acc: 56.63% Epoch: 451 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.670 | Train Acc: 62.95% Val. Loss: 3.727 | Val. Acc: 56.63% Epoch: 452 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.665 | Train Acc: 62.95% Val. Loss: 3.722 | Val. Acc: 56.63% Epoch: 453 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.659 | Train Acc: 62.95% Val. Loss: 3.717 | Val. Acc: 56.63% Epoch: 454 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.654 | Train Acc: 62.95% Val. Loss: 3.712 | Val. Acc: 56.63% Epoch: 455 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.649 | Train Acc: 62.95% Val. Loss: 3.707 | Val. Acc: 56.63% Epoch: 456 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.643 | Train Acc: 62.95% Val. Loss: 3.702 | Val. Acc: 56.63% Epoch: 457 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.638 | Train Acc: 62.95% Val. Loss: 3.697 | Val. Acc: 56.63% Epoch: 458 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.632 | Train Acc: 62.95% Val. Loss: 3.691 | Val. Acc: 56.63% Epoch: 459 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.627 | Train Acc: 62.95% Val. Loss: 3.686 | Val. Acc: 56.63% Epoch: 460 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.621 | Train Acc: 62.95% Val. Loss: 3.681 | Val. Acc: 56.63% Epoch: 461 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.615 | Train Acc: 62.95% Val. Loss: 3.676 | Val. Acc: 56.63% Epoch: 462 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.610 | Train Acc: 62.95% Val. Loss: 3.671 | Val. Acc: 56.63% Epoch: 463 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.604 | Train Acc: 62.95% Val. Loss: 3.665 | Val. Acc: 56.63% Epoch: 464 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.598 | Train Acc: 62.95% Val. Loss: 3.660 | Val. Acc: 56.63% Epoch: 465 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.593 | Train Acc: 62.95% Val. Loss: 3.654 | Val. Acc: 56.63% Epoch: 466 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.587 | Train Acc: 62.95% Val. Loss: 3.649 | Val. Acc: 56.63% Epoch: 467 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.581 | Train Acc: 62.95% Val. Loss: 3.644 | Val. Acc: 56.63% Epoch: 468 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.575 | Train Acc: 62.95% Val. Loss: 3.638 | Val. Acc: 56.63% Epoch: 469 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.569 | Train Acc: 62.95% Val. Loss: 3.632 | Val. Acc: 56.63% Epoch: 470 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.563 | Train Acc: 62.95% Val. Loss: 3.627 | Val. Acc: 56.63% Epoch: 471 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.557 | Train Acc: 62.95% Val. Loss: 3.621 | Val. Acc: 56.63% Epoch: 472 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.551 | Train Acc: 62.95% Val. Loss: 3.616 | Val. Acc: 56.63% Epoch: 473 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.545 | Train Acc: 62.95% Val. Loss: 3.610 | Val. Acc: 56.63% Epoch: 474 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.538 | Train Acc: 62.95% Val. Loss: 3.604 | Val. Acc: 56.63% Epoch: 475 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.532 | Train Acc: 62.95% Val. Loss: 3.598 | Val. Acc: 56.63% Epoch: 476 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.526 | Train Acc: 62.95% Val. Loss: 3.592 | Val. Acc: 56.63% Epoch: 477 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.520 | Train Acc: 62.95% Val. Loss: 3.587 | Val. Acc: 56.63% Epoch: 478 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.513 | Train Acc: 62.95% Val. Loss: 3.581 | Val. Acc: 56.63% Epoch: 479 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.507 | Train Acc: 62.95% Val. Loss: 3.575 | Val. Acc: 56.63% Epoch: 480 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.500 | Train Acc: 62.95% Val. Loss: 3.569 | Val. Acc: 56.63% Epoch: 481 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.494 | Train Acc: 62.95% Val. Loss: 3.563 | Val. Acc: 56.63% Epoch: 482 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.487 | Train Acc: 62.95% Val. Loss: 3.557 | Val. Acc: 56.63% Epoch: 483 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.481 | Train Acc: 62.95% Val. Loss: 3.550 | Val. Acc: 56.63% Epoch: 484 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.474 | Train Acc: 62.95% Val. Loss: 3.544 | Val. Acc: 56.63% Epoch: 485 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.467 | Train Acc: 62.95% Val. Loss: 3.538 | Val. Acc: 56.63% Epoch: 486 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.461 | Train Acc: 62.95% Val. Loss: 3.532 | Val. Acc: 56.63% Epoch: 487 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.454 | Train Acc: 62.95% Val. Loss: 3.525 | Val. Acc: 56.63% Epoch: 488 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.447 | Train Acc: 62.95% Val. Loss: 3.519 | Val. Acc: 56.63% Epoch: 489 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.440 | Train Acc: 62.95% Val. Loss: 3.513 | Val. Acc: 56.63% Epoch: 490 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.433 | Train Acc: 62.95% Val. Loss: 3.506 | Val. Acc: 56.63% Epoch: 491 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.426 | Train Acc: 62.95% Val. Loss: 3.500 | Val. Acc: 56.63% Epoch: 492 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.419 | Train Acc: 62.95% Val. Loss: 3.493 | Val. Acc: 56.63% Epoch: 493 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.412 | Train Acc: 62.95% Val. Loss: 3.486 | Val. Acc: 56.63% Epoch: 494 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.405 | Train Acc: 62.95% Val. Loss: 3.480 | Val. Acc: 56.63% Epoch: 495 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.398 | Train Acc: 62.95% Val. Loss: 3.473 | Val. Acc: 56.63% Epoch: 496 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.390 | Train Acc: 62.95% Val. Loss: 3.466 | Val. Acc: 56.63% Epoch: 497 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.383 | Train Acc: 62.95% Val. Loss: 3.460 | Val. Acc: 56.63% Epoch: 498 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.376 | Train Acc: 62.95% Val. Loss: 3.453 | Val. Acc: 56.63% Epoch: 499 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.368 | Train Acc: 62.95% Val. Loss: 3.446 | Val. Acc: 56.63% Epoch: 500 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.361 | Train Acc: 62.95% Val. Loss: 3.439 | Val. Acc: 56.63% Epoch: 501 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.353 | Train Acc: 62.95% Val. Loss: 3.432 | Val. Acc: 56.63% Epoch: 502 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.346 | Train Acc: 62.95% Val. Loss: 3.425 | Val. Acc: 56.63% Epoch: 503 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.338 | Train Acc: 62.95% Val. Loss: 3.418 | Val. Acc: 56.63% Epoch: 504 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.330 | Train Acc: 62.95% Val. Loss: 3.411 | Val. Acc: 56.63% Epoch: 505 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.323 | Train Acc: 62.95% Val. Loss: 3.403 | Val. Acc: 56.63% Epoch: 506 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.315 | Train Acc: 62.95% Val. Loss: 3.396 | Val. Acc: 56.63% Epoch: 507 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.307 | Train Acc: 62.95% Val. Loss: 3.389 | Val. Acc: 56.63% Epoch: 508 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.299 | Train Acc: 62.95% Val. Loss: 3.381 | Val. Acc: 56.63% Epoch: 509 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.291 | Train Acc: 62.95% Val. Loss: 3.374 | Val. Acc: 56.63% Epoch: 510 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.283 | Train Acc: 62.95% Val. Loss: 3.367 | Val. Acc: 56.63% Epoch: 511 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.275 | Train Acc: 62.95% Val. Loss: 3.359 | Val. Acc: 56.63% Epoch: 512 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.267 | Train Acc: 62.95% Val. Loss: 3.351 | Val. Acc: 56.63% Epoch: 513 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.259 | Train Acc: 62.95% Val. Loss: 3.344 | Val. Acc: 56.63% Epoch: 514 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.250 | Train Acc: 62.95% Val. Loss: 3.336 | Val. Acc: 56.63% Epoch: 515 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.242 | Train Acc: 62.95% Val. Loss: 3.328 | Val. Acc: 56.63% Epoch: 516 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.234 | Train Acc: 62.95% Val. Loss: 3.321 | Val. Acc: 56.63% Epoch: 517 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.225 | Train Acc: 62.95% Val. Loss: 3.313 | Val. Acc: 56.63% Epoch: 518 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.217 | Train Acc: 62.95% Val. Loss: 3.305 | Val. Acc: 56.63% Epoch: 519 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.208 | Train Acc: 62.95% Val. Loss: 3.297 | Val. Acc: 56.63% Epoch: 520 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.199 | Train Acc: 62.95% Val. Loss: 3.289 | Val. Acc: 56.63% Epoch: 521 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.191 | Train Acc: 62.95% Val. Loss: 3.281 | Val. Acc: 56.63% Epoch: 522 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.182 | Train Acc: 62.95% Val. Loss: 3.272 | Val. Acc: 56.63% Epoch: 523 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.173 | Train Acc: 62.95% Val. Loss: 3.264 | Val. Acc: 56.63% Epoch: 524 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.164 | Train Acc: 62.95% Val. Loss: 3.256 | Val. Acc: 56.63% Epoch: 525 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.155 | Train Acc: 62.95% Val. Loss: 3.248 | Val. Acc: 56.63% Epoch: 526 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.146 | Train Acc: 62.95% Val. Loss: 3.239 | Val. Acc: 56.63% Epoch: 527 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.137 | Train Acc: 62.95% Val. Loss: 3.231 | Val. Acc: 56.63% Epoch: 528 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.128 | Train Acc: 62.95% Val. Loss: 3.222 | Val. Acc: 56.63% Epoch: 529 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.119 | Train Acc: 62.95% Val. Loss: 3.214 | Val. Acc: 56.63% Epoch: 530 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.110 | Train Acc: 62.95% Val. Loss: 3.205 | Val. Acc: 56.63% Epoch: 531 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.100 | Train Acc: 62.95% Val. Loss: 3.196 | Val. Acc: 56.63% Epoch: 532 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.091 | Train Acc: 62.95% Val. Loss: 3.188 | Val. Acc: 56.63% Epoch: 533 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.081 | Train Acc: 62.95% Val. Loss: 3.179 | Val. Acc: 56.63% Epoch: 534 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.072 | Train Acc: 62.95% Val. Loss: 3.170 | Val. Acc: 56.63% Epoch: 535 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.062 | Train Acc: 62.95% Val. Loss: 3.161 | Val. Acc: 56.63% Epoch: 536 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.052 | Train Acc: 62.95% Val. Loss: 3.152 | Val. Acc: 56.63% Epoch: 537 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.043 | Train Acc: 62.95% Val. Loss: 3.143 | Val. Acc: 56.63% Epoch: 538 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.033 | Train Acc: 62.95% Val. Loss: 3.134 | Val. Acc: 56.63% Epoch: 539 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.023 | Train Acc: 62.95% Val. Loss: 3.125 | Val. Acc: 56.63% Epoch: 540 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.013 | Train Acc: 62.95% Val. Loss: 3.116 | Val. Acc: 56.63% Epoch: 541 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.003 | Train Acc: 62.95% Val. Loss: 3.106 | Val. Acc: 56.63% Epoch: 542 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.993 | Train Acc: 62.95% Val. Loss: 3.097 | Val. Acc: 56.63% Epoch: 543 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.983 | Train Acc: 62.95% Val. Loss: 3.088 | Val. Acc: 56.63% Epoch: 544 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.973 | Train Acc: 62.95% Val. Loss: 3.078 | Val. Acc: 56.63% Epoch: 545 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.963 | Train Acc: 62.95% Val. Loss: 3.069 | Val. Acc: 56.63% Epoch: 546 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.952 | Train Acc: 62.95% Val. Loss: 3.059 | Val. Acc: 56.63% Epoch: 547 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.942 | Train Acc: 62.95% Val. Loss: 3.050 | Val. Acc: 56.63% Epoch: 548 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.931 | Train Acc: 62.95% Val. Loss: 3.040 | Val. Acc: 56.63% Epoch: 549 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.921 | Train Acc: 62.95% Val. Loss: 3.030 | Val. Acc: 56.63% Epoch: 550 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.910 | Train Acc: 62.95% Val. Loss: 3.020 | Val. Acc: 56.63% Epoch: 551 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.900 | Train Acc: 62.95% Val. Loss: 3.011 | Val. Acc: 56.63% Epoch: 552 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.889 | Train Acc: 62.95% Val. Loss: 3.001 | Val. Acc: 56.63% Epoch: 553 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.878 | Train Acc: 62.95% Val. Loss: 2.991 | Val. Acc: 56.63% Epoch: 554 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.868 | Train Acc: 62.95% Val. Loss: 2.981 | Val. Acc: 56.63% Epoch: 555 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.857 | Train Acc: 62.95% Val. Loss: 2.971 | Val. Acc: 56.63% Epoch: 556 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.846 | Train Acc: 62.95% Val. Loss: 2.961 | Val. Acc: 56.63% Epoch: 557 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.835 | Train Acc: 62.95% Val. Loss: 2.951 | Val. Acc: 56.63% Epoch: 558 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.824 | Train Acc: 62.95% Val. Loss: 2.940 | Val. Acc: 56.63% Epoch: 559 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.813 | Train Acc: 62.95% Val. Loss: 2.930 | Val. Acc: 56.63% Epoch: 560 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.802 | Train Acc: 62.95% Val. Loss: 2.920 | Val. Acc: 56.63% Epoch: 561 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.790 | Train Acc: 62.95% Val. Loss: 2.909 | Val. Acc: 56.63% Epoch: 562 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.779 | Train Acc: 62.95% Val. Loss: 2.899 | Val. Acc: 56.63% Epoch: 563 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.768 | Train Acc: 62.95% Val. Loss: 2.888 | Val. Acc: 56.63% Epoch: 564 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.756 | Train Acc: 62.95% Val. Loss: 2.878 | Val. Acc: 56.63% Epoch: 565 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.745 | Train Acc: 62.95% Val. Loss: 2.867 | Val. Acc: 56.63% Epoch: 566 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.734 | Train Acc: 62.95% Val. Loss: 2.857 | Val. Acc: 56.63% Epoch: 567 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.722 | Train Acc: 62.95% Val. Loss: 2.846 | Val. Acc: 56.63% Epoch: 568 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.710 | Train Acc: 62.95% Val. Loss: 2.835 | Val. Acc: 56.63% Epoch: 569 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.699 | Train Acc: 62.95% Val. Loss: 2.825 | Val. Acc: 56.63% Epoch: 570 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.687 | Train Acc: 62.95% Val. Loss: 2.814 | Val. Acc: 56.63% Epoch: 571 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.676 | Train Acc: 62.95% Val. Loss: 2.803 | Val. Acc: 56.63% Epoch: 572 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.664 | Train Acc: 62.95% Val. Loss: 2.792 | Val. Acc: 56.63% Epoch: 573 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.652 | Train Acc: 62.95% Val. Loss: 2.782 | Val. Acc: 56.63% Epoch: 574 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.640 | Train Acc: 62.95% Val. Loss: 2.771 | Val. Acc: 56.63% Epoch: 575 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.628 | Train Acc: 62.95% Val. Loss: 2.760 | Val. Acc: 56.63% Epoch: 576 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.616 | Train Acc: 62.95% Val. Loss: 2.749 | Val. Acc: 56.63% Epoch: 577 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.604 | Train Acc: 62.95% Val. Loss: 2.738 | Val. Acc: 56.63% Epoch: 578 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.593 | Train Acc: 62.95% Val. Loss: 2.727 | Val. Acc: 56.63% Epoch: 579 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.581 | Train Acc: 62.95% Val. Loss: 2.716 | Val. Acc: 56.63% Epoch: 580 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.569 | Train Acc: 62.95% Val. Loss: 2.705 | Val. Acc: 56.63% Epoch: 581 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.556 | Train Acc: 62.95% Val. Loss: 2.693 | Val. Acc: 56.63% Epoch: 582 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.544 | Train Acc: 62.95% Val. Loss: 2.682 | Val. Acc: 56.63% Epoch: 583 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.532 | Train Acc: 62.95% Val. Loss: 2.671 | Val. Acc: 56.63% Epoch: 584 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.520 | Train Acc: 62.95% Val. Loss: 2.660 | Val. Acc: 56.63% Epoch: 585 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.508 | Train Acc: 62.95% Val. Loss: 2.649 | Val. Acc: 56.63% Epoch: 586 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.496 | Train Acc: 62.95% Val. Loss: 2.638 | Val. Acc: 56.63% Epoch: 587 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.484 | Train Acc: 62.95% Val. Loss: 2.627 | Val. Acc: 56.63% Epoch: 588 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.472 | Train Acc: 62.95% Val. Loss: 2.615 | Val. Acc: 56.63% Epoch: 589 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.459 | Train Acc: 62.95% Val. Loss: 2.604 | Val. Acc: 56.63% Epoch: 590 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.447 | Train Acc: 62.95% Val. Loss: 2.593 | Val. Acc: 56.63% Epoch: 591 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.435 | Train Acc: 62.95% Val. Loss: 2.582 | Val. Acc: 56.63% Epoch: 592 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.423 | Train Acc: 62.95% Val. Loss: 2.571 | Val. Acc: 56.63% Epoch: 593 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.411 | Train Acc: 62.95% Val. Loss: 2.559 | Val. Acc: 56.63% Epoch: 594 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.399 | Train Acc: 62.95% Val. Loss: 2.548 | Val. Acc: 56.63% Epoch: 595 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.386 | Train Acc: 62.95% Val. Loss: 2.537 | Val. Acc: 56.63% Epoch: 596 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.374 | Train Acc: 62.95% Val. Loss: 2.526 | Val. Acc: 56.63% Epoch: 597 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.362 | Train Acc: 62.95% Val. Loss: 2.515 | Val. Acc: 56.63% Epoch: 598 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.350 | Train Acc: 62.95% Val. Loss: 2.504 | Val. Acc: 56.63% Epoch: 599 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.338 | Train Acc: 62.95% Val. Loss: 2.492 | Val. Acc: 56.63% Epoch: 600 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.326 | Train Acc: 62.95% Val. Loss: 2.481 | Val. Acc: 56.63% Epoch: 601 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.314 | Train Acc: 62.95% Val. Loss: 2.470 | Val. Acc: 56.63% Epoch: 602 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.302 | Train Acc: 62.95% Val. Loss: 2.459 | Val. Acc: 56.63% Epoch: 603 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.290 | Train Acc: 62.95% Val. Loss: 2.448 | Val. Acc: 56.63% Epoch: 604 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.278 | Train Acc: 62.95% Val. Loss: 2.437 | Val. Acc: 56.63% Epoch: 605 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.266 | Train Acc: 62.95% Val. Loss: 2.426 | Val. Acc: 56.63% Epoch: 606 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.254 | Train Acc: 62.95% Val. Loss: 2.416 | Val. Acc: 56.63% Epoch: 607 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.242 | Train Acc: 62.95% Val. Loss: 2.405 | Val. Acc: 56.63% Epoch: 608 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.230 | Train Acc: 62.95% Val. Loss: 2.394 | Val. Acc: 56.63% Epoch: 609 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.218 | Train Acc: 62.95% Val. Loss: 2.383 | Val. Acc: 56.63% Epoch: 610 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.207 | Train Acc: 62.95% Val. Loss: 2.372 | Val. Acc: 56.63% Epoch: 611 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.195 | Train Acc: 62.95% Val. Loss: 2.362 | Val. Acc: 56.63% Epoch: 612 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.183 | Train Acc: 62.95% Val. Loss: 2.351 | Val. Acc: 56.63% Epoch: 613 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.172 | Train Acc: 62.95% Val. Loss: 2.340 | Val. Acc: 56.63% Epoch: 614 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.160 | Train Acc: 62.95% Val. Loss: 2.330 | Val. Acc: 56.63% Epoch: 615 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.149 | Train Acc: 62.95% Val. Loss: 2.319 | Val. Acc: 56.63% Epoch: 616 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.137 | Train Acc: 62.95% Val. Loss: 2.309 | Val. Acc: 56.63% Epoch: 617 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.126 | Train Acc: 62.95% Val. Loss: 2.299 | Val. Acc: 56.63% Epoch: 618 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.115 | Train Acc: 62.95% Val. Loss: 2.288 | Val. Acc: 56.63% Epoch: 619 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.104 | Train Acc: 62.95% Val. Loss: 2.278 | Val. Acc: 56.63% Epoch: 620 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.093 | Train Acc: 62.95% Val. Loss: 2.268 | Val. Acc: 56.63% Epoch: 621 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.082 | Train Acc: 62.95% Val. Loss: 2.258 | Val. Acc: 56.63% Epoch: 622 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.071 | Train Acc: 62.95% Val. Loss: 2.248 | Val. Acc: 56.63% Epoch: 623 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.060 | Train Acc: 62.95% Val. Loss: 2.238 | Val. Acc: 56.63% Epoch: 624 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.049 | Train Acc: 62.95% Val. Loss: 2.228 | Val. Acc: 56.63% Epoch: 625 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.038 | Train Acc: 62.95% Val. Loss: 2.218 | Val. Acc: 56.63% Epoch: 626 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.028 | Train Acc: 62.95% Val. Loss: 2.209 | Val. Acc: 56.63% Epoch: 627 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.017 | Train Acc: 62.95% Val. Loss: 2.199 | Val. Acc: 56.63% Epoch: 628 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.007 | Train Acc: 62.95% Val. Loss: 2.190 | Val. Acc: 56.63% Epoch: 629 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.996 | Train Acc: 62.95% Val. Loss: 2.180 | Val. Acc: 56.63% Epoch: 630 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.986 | Train Acc: 62.95% Val. Loss: 2.171 | Val. Acc: 56.63% Epoch: 631 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.976 | Train Acc: 62.95% Val. Loss: 2.161 | Val. Acc: 56.63% Epoch: 632 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.966 | Train Acc: 62.95% Val. Loss: 2.152 | Val. Acc: 56.63% Epoch: 633 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.956 | Train Acc: 62.95% Val. Loss: 2.143 | Val. Acc: 56.63% Epoch: 634 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.946 | Train Acc: 62.95% Val. Loss: 2.134 | Val. Acc: 56.63% Epoch: 635 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.936 | Train Acc: 62.95% Val. Loss: 2.125 | Val. Acc: 56.63% Epoch: 636 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.926 | Train Acc: 62.95% Val. Loss: 2.116 | Val. Acc: 56.63% Epoch: 637 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.917 | Train Acc: 62.95% Val. Loss: 2.107 | Val. Acc: 56.63% Epoch: 638 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.907 | Train Acc: 62.95% Val. Loss: 2.099 | Val. Acc: 56.63% Epoch: 639 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.898 | Train Acc: 62.95% Val. Loss: 2.090 | Val. Acc: 56.63% Epoch: 640 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.889 | Train Acc: 62.95% Val. Loss: 2.081 | Val. Acc: 56.63% Epoch: 641 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.879 | Train Acc: 62.95% Val. Loss: 2.073 | Val. Acc: 56.63% Epoch: 642 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.870 | Train Acc: 62.95% Val. Loss: 2.064 | Val. Acc: 56.63% Epoch: 643 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.861 | Train Acc: 62.95% Val. Loss: 2.056 | Val. Acc: 56.63% Epoch: 644 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.852 | Train Acc: 62.95% Val. Loss: 2.048 | Val. Acc: 56.63% Epoch: 645 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.844 | Train Acc: 62.95% Val. Loss: 2.040 | Val. Acc: 56.63% Epoch: 646 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.835 | Train Acc: 62.95% Val. Loss: 2.032 | Val. Acc: 56.63% Epoch: 647 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.826 | Train Acc: 62.95% Val. Loss: 2.024 | Val. Acc: 56.63% Epoch: 648 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.818 | Train Acc: 62.95% Val. Loss: 2.016 | Val. Acc: 56.63% Epoch: 649 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.809 | Train Acc: 62.95% Val. Loss: 2.008 | Val. Acc: 56.63% Epoch: 650 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.801 | Train Acc: 62.95% Val. Loss: 2.000 | Val. Acc: 56.63% Epoch: 651 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.793 | Train Acc: 62.95% Val. Loss: 1.993 | Val. Acc: 56.63% Epoch: 652 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.784 | Train Acc: 62.95% Val. Loss: 1.985 | Val. Acc: 56.63% Epoch: 653 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.776 | Train Acc: 62.95% Val. Loss: 1.978 | Val. Acc: 56.63% Epoch: 654 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.768 | Train Acc: 62.95% Val. Loss: 1.970 | Val. Acc: 56.63% Epoch: 655 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.761 | Train Acc: 62.95% Val. Loss: 1.963 | Val. Acc: 56.63% Epoch: 656 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.753 | Train Acc: 62.95% Val. Loss: 1.956 | Val. Acc: 56.63% Epoch: 657 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.745 | Train Acc: 62.95% Val. Loss: 1.948 | Val. Acc: 56.63% Epoch: 658 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.737 | Train Acc: 62.95% Val. Loss: 1.941 | Val. Acc: 56.63% Epoch: 659 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.730 | Train Acc: 62.95% Val. Loss: 1.934 | Val. Acc: 56.63% Epoch: 660 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.723 | Train Acc: 62.95% Val. Loss: 1.927 | Val. Acc: 56.63% Epoch: 661 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.715 | Train Acc: 62.95% Val. Loss: 1.921 | Val. Acc: 56.63% Epoch: 662 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.708 | Train Acc: 62.95% Val. Loss: 1.914 | Val. Acc: 56.63% Epoch: 663 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.701 | Train Acc: 62.95% Val. Loss: 1.907 | Val. Acc: 56.63% Epoch: 664 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.694 | Train Acc: 62.95% Val. Loss: 1.900 | Val. Acc: 56.63% Epoch: 665 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.687 | Train Acc: 62.95% Val. Loss: 1.894 | Val. Acc: 56.63% Epoch: 666 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.680 | Train Acc: 62.95% Val. Loss: 1.887 | Val. Acc: 56.63% Epoch: 667 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.673 | Train Acc: 62.95% Val. Loss: 1.881 | Val. Acc: 56.63% Epoch: 668 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.666 | Train Acc: 62.95% Val. Loss: 1.874 | Val. Acc: 56.63% Epoch: 669 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.660 | Train Acc: 62.95% Val. Loss: 1.868 | Val. Acc: 56.63% Epoch: 670 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.653 | Train Acc: 62.95% Val. Loss: 1.862 | Val. Acc: 56.63% Epoch: 671 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.646 | Train Acc: 62.95% Val. Loss: 1.856 | Val. Acc: 56.63% Epoch: 672 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.640 | Train Acc: 62.95% Val. Loss: 1.850 | Val. Acc: 56.63% Epoch: 673 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.634 | Train Acc: 62.95% Val. Loss: 1.843 | Val. Acc: 56.63% Epoch: 674 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.627 | Train Acc: 62.95% Val. Loss: 1.837 | Val. Acc: 56.63% Epoch: 675 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.621 | Train Acc: 62.95% Val. Loss: 1.832 | Val. Acc: 56.63% Epoch: 676 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.615 | Train Acc: 62.95% Val. Loss: 1.826 | Val. Acc: 56.63% Epoch: 677 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.609 | Train Acc: 62.95% Val. Loss: 1.820 | Val. Acc: 56.63% Epoch: 678 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.603 | Train Acc: 62.95% Val. Loss: 1.814 | Val. Acc: 56.63% Epoch: 679 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.597 | Train Acc: 62.95% Val. Loss: 1.808 | Val. Acc: 56.63% Epoch: 680 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.591 | Train Acc: 62.95% Val. Loss: 1.803 | Val. Acc: 56.63% Epoch: 681 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.585 | Train Acc: 62.95% Val. Loss: 1.797 | Val. Acc: 56.63% Epoch: 682 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.579 | Train Acc: 62.95% Val. Loss: 1.792 | Val. Acc: 56.63% Epoch: 683 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.574 | Train Acc: 62.95% Val. Loss: 1.786 | Val. Acc: 56.63% Epoch: 684 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.568 | Train Acc: 62.95% Val. Loss: 1.781 | Val. Acc: 56.63% Epoch: 685 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.563 | Train Acc: 62.95% Val. Loss: 1.775 | Val. Acc: 56.63% Epoch: 686 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.557 | Train Acc: 62.95% Val. Loss: 1.770 | Val. Acc: 56.63% Epoch: 687 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.552 | Train Acc: 62.95% Val. Loss: 1.764 | Val. Acc: 56.63% Epoch: 688 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.546 | Train Acc: 62.95% Val. Loss: 1.759 | Val. Acc: 56.63% Epoch: 689 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.541 | Train Acc: 62.95% Val. Loss: 1.754 | Val. Acc: 56.63% Epoch: 690 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.536 | Train Acc: 62.95% Val. Loss: 1.749 | Val. Acc: 56.63% Epoch: 691 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.530 | Train Acc: 62.95% Val. Loss: 1.744 | Val. Acc: 56.63% Epoch: 692 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.525 | Train Acc: 62.95% Val. Loss: 1.739 | Val. Acc: 56.63% Epoch: 693 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.520 | Train Acc: 62.95% Val. Loss: 1.734 | Val. Acc: 56.63% Epoch: 694 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.515 | Train Acc: 62.95% Val. Loss: 1.729 | Val. Acc: 56.63% Epoch: 695 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.510 | Train Acc: 62.95% Val. Loss: 1.724 | Val. Acc: 56.63% Epoch: 696 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.505 | Train Acc: 62.95% Val. Loss: 1.719 | Val. Acc: 56.63% Epoch: 697 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.500 | Train Acc: 62.95% Val. Loss: 1.714 | Val. Acc: 56.63% Epoch: 698 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.495 | Train Acc: 62.95% Val. Loss: 1.709 | Val. Acc: 56.63% Epoch: 699 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.490 | Train Acc: 62.95% Val. Loss: 1.704 | Val. Acc: 56.63% Epoch: 700 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.485 | Train Acc: 62.95% Val. Loss: 1.699 | Val. Acc: 56.63% Epoch: 701 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.481 | Train Acc: 62.95% Val. Loss: 1.694 | Val. Acc: 56.63% Epoch: 702 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.476 | Train Acc: 62.95% Val. Loss: 1.690 | Val. Acc: 56.63% Epoch: 703 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.471 | Train Acc: 62.95% Val. Loss: 1.685 | Val. Acc: 56.63% Epoch: 704 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.467 | Train Acc: 62.95% Val. Loss: 1.680 | Val. Acc: 56.63% Epoch: 705 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.462 | Train Acc: 62.95% Val. Loss: 1.676 | Val. Acc: 56.63% Epoch: 706 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.458 | Train Acc: 62.95% Val. Loss: 1.671 | Val. Acc: 56.63% Epoch: 707 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.453 | Train Acc: 62.95% Val. Loss: 1.667 | Val. Acc: 56.63% Epoch: 708 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.448 | Train Acc: 62.95% Val. Loss: 1.662 | Val. Acc: 56.63% Epoch: 709 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.444 | Train Acc: 62.95% Val. Loss: 1.658 | Val. Acc: 56.63% Epoch: 710 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.440 | Train Acc: 62.95% Val. Loss: 1.653 | Val. Acc: 56.63% Epoch: 711 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.435 | Train Acc: 62.95% Val. Loss: 1.649 | Val. Acc: 56.63% Epoch: 712 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.431 | Train Acc: 62.95% Val. Loss: 1.644 | Val. Acc: 56.63% Epoch: 713 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.427 | Train Acc: 62.95% Val. Loss: 1.640 | Val. Acc: 56.63% Epoch: 714 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.422 | Train Acc: 62.95% Val. Loss: 1.635 | Val. Acc: 56.63% Epoch: 715 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.418 | Train Acc: 62.95% Val. Loss: 1.631 | Val. Acc: 56.63% Epoch: 716 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.414 | Train Acc: 62.95% Val. Loss: 1.627 | Val. Acc: 56.63% Epoch: 717 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.410 | Train Acc: 62.95% Val. Loss: 1.623 | Val. Acc: 56.63% Epoch: 718 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.406 | Train Acc: 62.95% Val. Loss: 1.618 | Val. Acc: 56.63% Epoch: 719 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.401 | Train Acc: 62.95% Val. Loss: 1.614 | Val. Acc: 56.63% Epoch: 720 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.397 | Train Acc: 62.95% Val. Loss: 1.610 | Val. Acc: 56.63% Epoch: 721 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.393 | Train Acc: 62.95% Val. Loss: 1.606 | Val. Acc: 56.63% Epoch: 722 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.389 | Train Acc: 62.95% Val. Loss: 1.601 | Val. Acc: 56.63% Epoch: 723 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.385 | Train Acc: 62.95% Val. Loss: 1.597 | Val. Acc: 56.63% Epoch: 724 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.381 | Train Acc: 62.95% Val. Loss: 1.593 | Val. Acc: 56.63% Epoch: 725 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.377 | Train Acc: 62.95% Val. Loss: 1.589 | Val. Acc: 56.63% Epoch: 726 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.373 | Train Acc: 62.95% Val. Loss: 1.585 | Val. Acc: 56.63% Epoch: 727 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.369 | Train Acc: 62.95% Val. Loss: 1.581 | Val. Acc: 56.63% Epoch: 728 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.365 | Train Acc: 62.95% Val. Loss: 1.577 | Val. Acc: 56.63% Epoch: 729 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.362 | Train Acc: 62.95% Val. Loss: 1.573 | Val. Acc: 56.63% Epoch: 730 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.358 | Train Acc: 62.95% Val. Loss: 1.569 | Val. Acc: 56.63% Epoch: 731 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.354 | Train Acc: 62.95% Val. Loss: 1.565 | Val. Acc: 56.63% Epoch: 732 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.350 | Train Acc: 62.95% Val. Loss: 1.561 | Val. Acc: 56.63% Epoch: 733 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.346 | Train Acc: 62.95% Val. Loss: 1.557 | Val. Acc: 56.63% Epoch: 734 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.343 | Train Acc: 62.95% Val. Loss: 1.553 | Val. Acc: 56.63% Epoch: 735 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.339 | Train Acc: 62.95% Val. Loss: 1.549 | Val. Acc: 56.63% Epoch: 736 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.335 | Train Acc: 62.95% Val. Loss: 1.545 | Val. Acc: 56.63% Epoch: 737 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.331 | Train Acc: 62.95% Val. Loss: 1.541 | Val. Acc: 56.63% Epoch: 738 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.328 | Train Acc: 62.95% Val. Loss: 1.537 | Val. Acc: 56.63% Epoch: 739 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.324 | Train Acc: 62.95% Val. Loss: 1.533 | Val. Acc: 56.63% Epoch: 740 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.320 | Train Acc: 62.95% Val. Loss: 1.529 | Val. Acc: 56.63% Epoch: 741 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.317 | Train Acc: 62.95% Val. Loss: 1.525 | Val. Acc: 56.63% Epoch: 742 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.313 | Train Acc: 62.95% Val. Loss: 1.521 | Val. Acc: 56.63% Epoch: 743 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.310 | Train Acc: 62.95% Val. Loss: 1.518 | Val. Acc: 56.63% Epoch: 744 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.306 | Train Acc: 62.95% Val. Loss: 1.514 | Val. Acc: 56.63% Epoch: 745 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.302 | Train Acc: 62.95% Val. Loss: 1.510 | Val. Acc: 56.63% Epoch: 746 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.299 | Train Acc: 62.95% Val. Loss: 1.506 | Val. Acc: 56.63% Epoch: 747 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.295 | Train Acc: 62.95% Val. Loss: 1.502 | Val. Acc: 56.63% Epoch: 748 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.292 | Train Acc: 62.95% Val. Loss: 1.499 | Val. Acc: 56.63% Epoch: 749 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.288 | Train Acc: 62.95% Val. Loss: 1.495 | Val. Acc: 56.63% Epoch: 750 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.285 | Train Acc: 62.95% Val. Loss: 1.491 | Val. Acc: 56.63% Epoch: 751 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.281 | Train Acc: 62.95% Val. Loss: 1.487 | Val. Acc: 56.63% Epoch: 752 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.278 | Train Acc: 62.95% Val. Loss: 1.484 | Val. Acc: 56.63% Epoch: 753 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.275 | Train Acc: 62.95% Val. Loss: 1.480 | Val. Acc: 56.63% Epoch: 754 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.271 | Train Acc: 62.95% Val. Loss: 1.476 | Val. Acc: 56.63% Epoch: 755 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.268 | Train Acc: 62.95% Val. Loss: 1.473 | Val. Acc: 56.63% Epoch: 756 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.264 | Train Acc: 62.95% Val. Loss: 1.469 | Val. Acc: 56.63% Epoch: 757 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.261 | Train Acc: 62.95% Val. Loss: 1.465 | Val. Acc: 56.63% Epoch: 758 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.258 | Train Acc: 62.95% Val. Loss: 1.462 | Val. Acc: 56.63% Epoch: 759 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.254 | Train Acc: 62.95% Val. Loss: 1.458 | Val. Acc: 56.63% Epoch: 760 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.251 | Train Acc: 62.95% Val. Loss: 1.454 | Val. Acc: 56.63% Epoch: 761 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.248 | Train Acc: 62.95% Val. Loss: 1.451 | Val. Acc: 56.63% Epoch: 762 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.244 | Train Acc: 62.95% Val. Loss: 1.447 | Val. Acc: 56.63% Epoch: 763 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.241 | Train Acc: 62.95% Val. Loss: 1.443 | Val. Acc: 56.63% Epoch: 764 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.238 | Train Acc: 62.95% Val. Loss: 1.440 | Val. Acc: 56.63% Epoch: 765 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.234 | Train Acc: 62.95% Val. Loss: 1.436 | Val. Acc: 56.63% Epoch: 766 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.231 | Train Acc: 62.95% Val. Loss: 1.433 | Val. Acc: 56.63% Epoch: 767 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.228 | Train Acc: 62.95% Val. Loss: 1.429 | Val. Acc: 56.63% Epoch: 768 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.225 | Train Acc: 62.95% Val. Loss: 1.426 | Val. Acc: 56.63% Epoch: 769 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.221 | Train Acc: 62.95% Val. Loss: 1.422 | Val. Acc: 56.63% Epoch: 770 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.218 | Train Acc: 62.95% Val. Loss: 1.419 | Val. Acc: 56.63% Epoch: 771 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.215 | Train Acc: 62.95% Val. Loss: 1.415 | Val. Acc: 56.63% Epoch: 772 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.212 | Train Acc: 62.95% Val. Loss: 1.411 | Val. Acc: 56.63% Epoch: 773 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.209 | Train Acc: 62.95% Val. Loss: 1.408 | Val. Acc: 56.63% Epoch: 774 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.206 | Train Acc: 62.95% Val. Loss: 1.404 | Val. Acc: 56.63% Epoch: 775 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.202 | Train Acc: 62.95% Val. Loss: 1.401 | Val. Acc: 56.63% Epoch: 776 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.199 | Train Acc: 62.95% Val. Loss: 1.398 | Val. Acc: 56.63% Epoch: 777 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.196 | Train Acc: 62.95% Val. Loss: 1.394 | Val. Acc: 56.63% Epoch: 778 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.193 | Train Acc: 62.95% Val. Loss: 1.391 | Val. Acc: 56.63% Epoch: 779 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.190 | Train Acc: 62.95% Val. Loss: 1.387 | Val. Acc: 56.63% Epoch: 780 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.187 | Train Acc: 62.95% Val. Loss: 1.384 | Val. Acc: 56.63% Epoch: 781 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.184 | Train Acc: 62.95% Val. Loss: 1.380 | Val. Acc: 56.63% Epoch: 782 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.181 | Train Acc: 62.95% Val. Loss: 1.377 | Val. Acc: 56.63% Epoch: 783 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.178 | Train Acc: 62.95% Val. Loss: 1.373 | Val. Acc: 56.63% Epoch: 784 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.175 | Train Acc: 62.95% Val. Loss: 1.370 | Val. Acc: 56.63% Epoch: 785 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.172 | Train Acc: 62.95% Val. Loss: 1.367 | Val. Acc: 56.63% Epoch: 786 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.169 | Train Acc: 62.95% Val. Loss: 1.363 | Val. Acc: 56.63% Epoch: 787 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.166 | Train Acc: 62.95% Val. Loss: 1.360 | Val. Acc: 56.63% Epoch: 788 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.163 | Train Acc: 62.95% Val. Loss: 1.356 | Val. Acc: 56.63% Epoch: 789 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.160 | Train Acc: 62.95% Val. Loss: 1.353 | Val. Acc: 56.63% Epoch: 790 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.157 | Train Acc: 62.95% Val. Loss: 1.350 | Val. Acc: 56.63% Epoch: 791 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.154 | Train Acc: 62.95% Val. Loss: 1.346 | Val. Acc: 56.63% Epoch: 792 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.151 | Train Acc: 62.95% Val. Loss: 1.343 | Val. Acc: 56.63% Epoch: 793 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.148 | Train Acc: 62.95% Val. Loss: 1.340 | Val. Acc: 56.63% Epoch: 794 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.145 | Train Acc: 62.95% Val. Loss: 1.336 | Val. Acc: 56.63% Epoch: 795 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.142 | Train Acc: 62.95% Val. Loss: 1.333 | Val. Acc: 56.63% Epoch: 796 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.139 | Train Acc: 62.95% Val. Loss: 1.330 | Val. Acc: 56.63% Epoch: 797 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.136 | Train Acc: 62.95% Val. Loss: 1.327 | Val. Acc: 56.63% Epoch: 798 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.133 | Train Acc: 62.95% Val. Loss: 1.323 | Val. Acc: 56.63% Epoch: 799 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.130 | Train Acc: 62.95% Val. Loss: 1.320 | Val. Acc: 56.63% Epoch: 800 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.127 | Train Acc: 62.95% Val. Loss: 1.317 | Val. Acc: 56.63% Epoch: 801 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.125 | Train Acc: 62.95% Val. Loss: 1.314 | Val. Acc: 56.63% Epoch: 802 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.122 | Train Acc: 62.95% Val. Loss: 1.310 | Val. Acc: 56.63% Epoch: 803 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.119 | Train Acc: 62.95% Val. Loss: 1.307 | Val. Acc: 56.63% Epoch: 804 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.116 | Train Acc: 62.95% Val. Loss: 1.304 | Val. Acc: 56.63% Epoch: 805 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.113 | Train Acc: 62.95% Val. Loss: 1.301 | Val. Acc: 56.63% Epoch: 806 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.110 | Train Acc: 62.95% Val. Loss: 1.298 | Val. Acc: 56.63% Epoch: 807 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.108 | Train Acc: 62.95% Val. Loss: 1.294 | Val. Acc: 56.63% Epoch: 808 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.105 | Train Acc: 62.95% Val. Loss: 1.291 | Val. Acc: 56.63% Epoch: 809 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.102 | Train Acc: 62.95% Val. Loss: 1.288 | Val. Acc: 56.63% Epoch: 810 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.099 | Train Acc: 62.95% Val. Loss: 1.285 | Val. Acc: 56.63% Epoch: 811 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.097 | Train Acc: 62.95% Val. Loss: 1.282 | Val. Acc: 56.63% Epoch: 812 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.094 | Train Acc: 62.95% Val. Loss: 1.279 | Val. Acc: 56.63% Epoch: 813 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.091 | Train Acc: 62.95% Val. Loss: 1.275 | Val. Acc: 56.63% Epoch: 814 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.088 | Train Acc: 62.95% Val. Loss: 1.272 | Val. Acc: 56.63% Epoch: 815 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.086 | Train Acc: 62.95% Val. Loss: 1.269 | Val. Acc: 56.63% Epoch: 816 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.083 | Train Acc: 62.95% Val. Loss: 1.266 | Val. Acc: 56.63% Epoch: 817 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.080 | Train Acc: 62.95% Val. Loss: 1.263 | Val. Acc: 56.63% Epoch: 818 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.078 | Train Acc: 62.95% Val. Loss: 1.260 | Val. Acc: 56.63% Epoch: 819 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.075 | Train Acc: 62.95% Val. Loss: 1.257 | Val. Acc: 56.63% Epoch: 820 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.072 | Train Acc: 62.95% Val. Loss: 1.254 | Val. Acc: 56.63% Epoch: 821 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.070 | Train Acc: 62.95% Val. Loss: 1.251 | Val. Acc: 56.63% Epoch: 822 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.067 | Train Acc: 62.95% Val. Loss: 1.248 | Val. Acc: 56.63% Epoch: 823 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.064 | Train Acc: 62.95% Val. Loss: 1.245 | Val. Acc: 56.63% Epoch: 824 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.062 | Train Acc: 62.95% Val. Loss: 1.242 | Val. Acc: 56.63% Epoch: 825 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.059 | Train Acc: 62.95% Val. Loss: 1.239 | Val. Acc: 56.63% Epoch: 826 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.057 | Train Acc: 62.95% Val. Loss: 1.236 | Val. Acc: 56.63% Epoch: 827 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.054 | Train Acc: 62.95% Val. Loss: 1.233 | Val. Acc: 56.63% Epoch: 828 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.052 | Train Acc: 62.95% Val. Loss: 1.230 | Val. Acc: 56.63% Epoch: 829 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.049 | Train Acc: 62.95% Val. Loss: 1.227 | Val. Acc: 56.63% Epoch: 830 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.047 | Train Acc: 62.95% Val. Loss: 1.224 | Val. Acc: 56.63% Epoch: 831 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.044 | Train Acc: 62.95% Val. Loss: 1.221 | Val. Acc: 56.63% Epoch: 832 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.042 | Train Acc: 62.95% Val. Loss: 1.218 | Val. Acc: 56.63% Epoch: 833 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.039 | Train Acc: 62.95% Val. Loss: 1.215 | Val. Acc: 56.63% Epoch: 834 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.037 | Train Acc: 62.95% Val. Loss: 1.212 | Val. Acc: 56.63% Epoch: 835 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.034 | Train Acc: 62.95% Val. Loss: 1.209 | Val. Acc: 56.63% Epoch: 836 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.032 | Train Acc: 62.95% Val. Loss: 1.207 | Val. Acc: 56.63% Epoch: 837 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.029 | Train Acc: 62.95% Val. Loss: 1.204 | Val. Acc: 56.63% Epoch: 838 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.027 | Train Acc: 62.95% Val. Loss: 1.201 | Val. Acc: 56.63% Epoch: 839 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.024 | Train Acc: 62.95% Val. Loss: 1.198 | Val. Acc: 56.63% Epoch: 840 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.022 | Train Acc: 62.95% Val. Loss: 1.195 | Val. Acc: 56.63% Epoch: 841 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.020 | Train Acc: 62.95% Val. Loss: 1.192 | Val. Acc: 56.63% Epoch: 842 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.017 | Train Acc: 62.95% Val. Loss: 1.190 | Val. Acc: 56.63% Epoch: 843 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.015 | Train Acc: 62.95% Val. Loss: 1.187 | Val. Acc: 56.63% Epoch: 844 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.013 | Train Acc: 62.95% Val. Loss: 1.184 | Val. Acc: 56.63% Epoch: 845 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.010 | Train Acc: 62.95% Val. Loss: 1.181 | Val. Acc: 56.63% Epoch: 846 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.008 | Train Acc: 62.95% Val. Loss: 1.179 | Val. Acc: 56.63% Epoch: 847 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.006 | Train Acc: 62.95% Val. Loss: 1.176 | Val. Acc: 56.63% Epoch: 848 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.003 | Train Acc: 62.95% Val. Loss: 1.173 | Val. Acc: 56.63% Epoch: 849 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.001 | Train Acc: 62.95% Val. Loss: 1.171 | Val. Acc: 56.63% Epoch: 850 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.999 | Train Acc: 62.95% Val. Loss: 1.168 | Val. Acc: 56.63% Epoch: 851 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.996 | Train Acc: 62.95% Val. Loss: 1.165 | Val. Acc: 56.63% Epoch: 852 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.994 | Train Acc: 62.95% Val. Loss: 1.163 | Val. Acc: 56.63% Epoch: 853 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.992 | Train Acc: 62.95% Val. Loss: 1.160 | Val. Acc: 56.63% Epoch: 854 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.990 | Train Acc: 62.95% Val. Loss: 1.157 | Val. Acc: 56.63% Epoch: 855 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.987 | Train Acc: 62.95% Val. Loss: 1.155 | Val. Acc: 56.63% Epoch: 856 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.985 | Train Acc: 62.95% Val. Loss: 1.152 | Val. Acc: 56.63% Epoch: 857 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.983 | Train Acc: 62.95% Val. Loss: 1.149 | Val. Acc: 56.63% Epoch: 858 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.981 | Train Acc: 62.95% Val. Loss: 1.147 | Val. Acc: 56.63% Epoch: 859 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.979 | Train Acc: 62.95% Val. Loss: 1.144 | Val. Acc: 56.63% Epoch: 860 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.977 | Train Acc: 62.95% Val. Loss: 1.142 | Val. Acc: 56.63% Epoch: 861 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.975 | Train Acc: 62.95% Val. Loss: 1.139 | Val. Acc: 56.63% Epoch: 862 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.972 | Train Acc: 62.95% Val. Loss: 1.137 | Val. Acc: 56.63% Epoch: 863 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.970 | Train Acc: 62.95% Val. Loss: 1.134 | Val. Acc: 56.63% Epoch: 864 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.968 | Train Acc: 62.95% Val. Loss: 1.132 | Val. Acc: 56.63% Epoch: 865 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.966 | Train Acc: 62.95% Val. Loss: 1.129 | Val. Acc: 56.63% Epoch: 866 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.964 | Train Acc: 62.95% Val. Loss: 1.127 | Val. Acc: 56.63% Epoch: 867 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.962 | Train Acc: 62.95% Val. Loss: 1.124 | Val. Acc: 56.63% Epoch: 868 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.960 | Train Acc: 62.95% Val. Loss: 1.122 | Val. Acc: 56.63% Epoch: 869 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.958 | Train Acc: 62.95% Val. Loss: 1.119 | Val. Acc: 56.63% Epoch: 870 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.956 | Train Acc: 62.95% Val. Loss: 1.117 | Val. Acc: 56.63% Epoch: 871 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.954 | Train Acc: 62.95% Val. Loss: 1.115 | Val. Acc: 56.63% Epoch: 872 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.952 | Train Acc: 62.95% Val. Loss: 1.112 | Val. Acc: 56.63% Epoch: 873 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.950 | Train Acc: 62.95% Val. Loss: 1.110 | Val. Acc: 56.63% Epoch: 874 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.948 | Train Acc: 62.95% Val. Loss: 1.107 | Val. Acc: 56.63% Epoch: 875 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.946 | Train Acc: 62.95% Val. Loss: 1.105 | Val. Acc: 56.63% Epoch: 876 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.944 | Train Acc: 62.95% Val. Loss: 1.103 | Val. Acc: 56.63% Epoch: 877 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.942 | Train Acc: 62.95% Val. Loss: 1.100 | Val. Acc: 56.63% Epoch: 878 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.940 | Train Acc: 62.95% Val. Loss: 1.098 | Val. Acc: 56.63% Epoch: 879 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.938 | Train Acc: 62.95% Val. Loss: 1.096 | Val. Acc: 56.63% Epoch: 880 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.937 | Train Acc: 62.95% Val. Loss: 1.094 | Val. Acc: 56.63% Epoch: 881 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.935 | Train Acc: 62.95% Val. Loss: 1.091 | Val. Acc: 56.63% Epoch: 882 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.933 | Train Acc: 62.95% Val. Loss: 1.089 | Val. Acc: 56.63% Epoch: 883 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.931 | Train Acc: 62.95% Val. Loss: 1.087 | Val. Acc: 56.63% Epoch: 884 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.929 | Train Acc: 62.95% Val. Loss: 1.085 | Val. Acc: 56.63% Epoch: 885 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.927 | Train Acc: 62.95% Val. Loss: 1.082 | Val. Acc: 56.63% Epoch: 886 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.926 | Train Acc: 62.95% Val. Loss: 1.080 | Val. Acc: 56.63% Epoch: 887 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.924 | Train Acc: 62.95% Val. Loss: 1.078 | Val. Acc: 56.63% Epoch: 888 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.922 | Train Acc: 62.95% Val. Loss: 1.076 | Val. Acc: 56.63% Epoch: 889 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.920 | Train Acc: 62.95% Val. Loss: 1.074 | Val. Acc: 56.63% Epoch: 890 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.918 | Train Acc: 62.95% Val. Loss: 1.072 | Val. Acc: 56.63% Epoch: 891 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.917 | Train Acc: 62.95% Val. Loss: 1.069 | Val. Acc: 56.63% Epoch: 892 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.915 | Train Acc: 62.95% Val. Loss: 1.067 | Val. Acc: 56.63% Epoch: 893 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.913 | Train Acc: 62.95% Val. Loss: 1.065 | Val. Acc: 56.63% Epoch: 894 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.912 | Train Acc: 62.95% Val. Loss: 1.063 | Val. Acc: 56.63% Epoch: 895 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.910 | Train Acc: 62.95% Val. Loss: 1.061 | Val. Acc: 56.63% Epoch: 896 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.908 | Train Acc: 62.95% Val. Loss: 1.059 | Val. Acc: 56.63% Epoch: 897 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.907 | Train Acc: 62.95% Val. Loss: 1.057 | Val. Acc: 56.63% Epoch: 898 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.905 | Train Acc: 62.95% Val. Loss: 1.055 | Val. Acc: 56.63% Epoch: 899 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.903 | Train Acc: 62.95% Val. Loss: 1.053 | Val. Acc: 56.63% Epoch: 900 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.902 | Train Acc: 62.95% Val. Loss: 1.051 | Val. Acc: 56.63% Epoch: 901 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.900 | Train Acc: 62.95% Val. Loss: 1.049 | Val. Acc: 56.63% Epoch: 902 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.898 | Train Acc: 62.95% Val. Loss: 1.047 | Val. Acc: 56.63% Epoch: 903 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.897 | Train Acc: 62.95% Val. Loss: 1.045 | Val. Acc: 56.63% Epoch: 904 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.895 | Train Acc: 62.95% Val. Loss: 1.043 | Val. Acc: 56.63% Epoch: 905 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.894 | Train Acc: 62.95% Val. Loss: 1.041 | Val. Acc: 56.63% Epoch: 906 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.892 | Train Acc: 62.95% Val. Loss: 1.039 | Val. Acc: 56.63% Epoch: 907 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.891 | Train Acc: 62.95% Val. Loss: 1.037 | Val. Acc: 56.63% Epoch: 908 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.889 | Train Acc: 62.95% Val. Loss: 1.035 | Val. Acc: 56.63% Epoch: 909 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.887 | Train Acc: 62.95% Val. Loss: 1.033 | Val. Acc: 56.63% Epoch: 910 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.886 | Train Acc: 62.95% Val. Loss: 1.031 | Val. Acc: 56.63% Epoch: 911 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.884 | Train Acc: 62.95% Val. Loss: 1.030 | Val. Acc: 56.63% Epoch: 912 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.883 | Train Acc: 62.95% Val. Loss: 1.028 | Val. Acc: 56.63% Epoch: 913 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.881 | Train Acc: 62.95% Val. Loss: 1.026 | Val. Acc: 56.63% Epoch: 914 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.880 | Train Acc: 62.95% Val. Loss: 1.024 | Val. Acc: 56.63% Epoch: 915 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.879 | Train Acc: 62.95% Val. Loss: 1.022 | Val. Acc: 56.63% Epoch: 916 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.877 | Train Acc: 62.95% Val. Loss: 1.020 | Val. Acc: 56.63% Epoch: 917 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.876 | Train Acc: 62.95% Val. Loss: 1.019 | Val. Acc: 56.63% Epoch: 918 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.874 | Train Acc: 62.95% Val. Loss: 1.017 | Val. Acc: 56.63% Epoch: 919 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.873 | Train Acc: 62.95% Val. Loss: 1.015 | Val. Acc: 56.63% Epoch: 920 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.871 | Train Acc: 62.95% Val. Loss: 1.013 | Val. Acc: 56.63% Epoch: 921 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.870 | Train Acc: 62.95% Val. Loss: 1.012 | Val. Acc: 56.63% Epoch: 922 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.869 | Train Acc: 62.95% Val. Loss: 1.010 | Val. Acc: 56.63% Epoch: 923 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.867 | Train Acc: 62.95% Val. Loss: 1.008 | Val. Acc: 56.63% Epoch: 924 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.866 | Train Acc: 62.95% Val. Loss: 1.006 | Val. Acc: 56.63% Epoch: 925 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.864 | Train Acc: 62.95% Val. Loss: 1.005 | Val. Acc: 56.63% Epoch: 926 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.863 | Train Acc: 62.95% Val. Loss: 1.003 | Val. Acc: 56.63% Epoch: 927 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.862 | Train Acc: 62.95% Val. Loss: 1.001 | Val. Acc: 56.63% Epoch: 928 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.860 | Train Acc: 62.95% Val. Loss: 1.000 | Val. Acc: 56.63% Epoch: 929 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.859 | Train Acc: 62.95% Val. Loss: 0.998 | Val. Acc: 56.63% Epoch: 930 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.858 | Train Acc: 62.95% Val. Loss: 0.996 | Val. Acc: 56.63% Epoch: 931 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.857 | Train Acc: 62.95% Val. Loss: 0.995 | Val. Acc: 56.63% Epoch: 932 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.855 | Train Acc: 62.95% Val. Loss: 0.993 | Val. Acc: 56.63% Epoch: 933 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.854 | Train Acc: 62.95% Val. Loss: 0.992 | Val. Acc: 56.63% Epoch: 934 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.853 | Train Acc: 62.95% Val. Loss: 0.990 | Val. Acc: 56.63% Epoch: 935 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.851 | Train Acc: 62.95% Val. Loss: 0.988 | Val. Acc: 56.63% Epoch: 936 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.850 | Train Acc: 62.95% Val. Loss: 0.987 | Val. Acc: 56.63% Epoch: 937 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.849 | Train Acc: 62.95% Val. Loss: 0.985 | Val. Acc: 56.63% Epoch: 938 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.848 | Train Acc: 62.95% Val. Loss: 0.984 | Val. Acc: 56.63% Epoch: 939 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.846 | Train Acc: 62.95% Val. Loss: 0.982 | Val. Acc: 56.63% Epoch: 940 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.845 | Train Acc: 62.95% Val. Loss: 0.981 | Val. Acc: 56.63% Epoch: 941 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.844 | Train Acc: 62.95% Val. Loss: 0.979 | Val. Acc: 56.63% Epoch: 942 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.843 | Train Acc: 62.95% Val. Loss: 0.977 | Val. Acc: 56.63% Epoch: 943 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.842 | Train Acc: 62.95% Val. Loss: 0.976 | Val. Acc: 56.63% Epoch: 944 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.840 | Train Acc: 62.95% Val. Loss: 0.974 | Val. Acc: 56.63% Epoch: 945 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.839 | Train Acc: 62.95% Val. Loss: 0.973 | Val. Acc: 56.63% Epoch: 946 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.838 | Train Acc: 62.95% Val. Loss: 0.972 | Val. Acc: 56.63% Epoch: 947 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.837 | Train Acc: 62.95% Val. Loss: 0.970 | Val. Acc: 56.63% Epoch: 948 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.836 | Train Acc: 62.95% Val. Loss: 0.969 | Val. Acc: 56.63% Epoch: 949 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.835 | Train Acc: 62.95% Val. Loss: 0.967 | Val. Acc: 56.63% Epoch: 950 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.834 | Train Acc: 62.95% Val. Loss: 0.966 | Val. Acc: 56.63% Epoch: 951 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.832 | Train Acc: 62.95% Val. Loss: 0.964 | Val. Acc: 56.63% Epoch: 952 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.831 | Train Acc: 62.95% Val. Loss: 0.963 | Val. Acc: 56.63% Epoch: 953 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.830 | Train Acc: 62.95% Val. Loss: 0.961 | Val. Acc: 56.63% Epoch: 954 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.829 | Train Acc: 62.95% Val. Loss: 0.960 | Val. Acc: 56.63% Epoch: 955 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.828 | Train Acc: 62.95% Val. Loss: 0.959 | Val. Acc: 56.63% Epoch: 956 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.827 | Train Acc: 62.95% Val. Loss: 0.957 | Val. Acc: 56.63% Epoch: 957 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.826 | Train Acc: 62.95% Val. Loss: 0.956 | Val. Acc: 56.63% Epoch: 958 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.825 | Train Acc: 62.95% Val. Loss: 0.955 | Val. Acc: 56.63% Epoch: 959 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.824 | Train Acc: 62.95% Val. Loss: 0.953 | Val. Acc: 56.63% Epoch: 960 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.823 | Train Acc: 62.95% Val. Loss: 0.952 | Val. Acc: 56.63% Epoch: 961 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.822 | Train Acc: 62.95% Val. Loss: 0.950 | Val. Acc: 56.63% Epoch: 962 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.820 | Train Acc: 62.95% Val. Loss: 0.949 | Val. Acc: 56.63% Epoch: 963 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.819 | Train Acc: 62.95% Val. Loss: 0.948 | Val. Acc: 56.63% Epoch: 964 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.818 | Train Acc: 62.95% Val. Loss: 0.947 | Val. Acc: 56.63% Epoch: 965 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.817 | Train Acc: 62.95% Val. Loss: 0.945 | Val. Acc: 56.63% Epoch: 966 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.816 | Train Acc: 62.95% Val. Loss: 0.944 | Val. Acc: 56.63% Epoch: 967 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.815 | Train Acc: 62.95% Val. Loss: 0.943 | Val. Acc: 56.63% Epoch: 968 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.814 | Train Acc: 62.95% Val. Loss: 0.941 | Val. Acc: 56.63% Epoch: 969 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.813 | Train Acc: 62.95% Val. Loss: 0.940 | Val. Acc: 56.63% Epoch: 970 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.812 | Train Acc: 62.95% Val. Loss: 0.939 | Val. Acc: 56.63% Epoch: 971 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.811 | Train Acc: 62.95% Val. Loss: 0.938 | Val. Acc: 56.63% Epoch: 972 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.810 | Train Acc: 62.95% Val. Loss: 0.936 | Val. Acc: 56.63% Epoch: 973 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.809 | Train Acc: 62.95% Val. Loss: 0.935 | Val. Acc: 56.63% Epoch: 974 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.808 | Train Acc: 62.95% Val. Loss: 0.934 | Val. Acc: 56.63% Epoch: 975 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.808 | Train Acc: 62.95% Val. Loss: 0.933 | Val. Acc: 56.63% Epoch: 976 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.807 | Train Acc: 62.95% Val. Loss: 0.931 | Val. Acc: 56.63% Epoch: 977 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.806 | Train Acc: 62.95% Val. Loss: 0.930 | Val. Acc: 56.63% Epoch: 978 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.805 | Train Acc: 62.95% Val. Loss: 0.929 | Val. Acc: 56.63% Epoch: 979 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.804 | Train Acc: 62.95% Val. Loss: 0.928 | Val. Acc: 56.63% Epoch: 980 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.803 | Train Acc: 62.95% Val. Loss: 0.927 | Val. Acc: 56.63% Epoch: 981 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.802 | Train Acc: 62.95% Val. Loss: 0.925 | Val. Acc: 56.63% Epoch: 982 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.801 | Train Acc: 62.95% Val. Loss: 0.924 | Val. Acc: 56.63% Epoch: 983 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.800 | Train Acc: 62.95% Val. Loss: 0.923 | Val. Acc: 56.63% Epoch: 984 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.799 | Train Acc: 62.95% Val. Loss: 0.922 | Val. Acc: 56.63% Epoch: 985 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.798 | Train Acc: 62.95% Val. Loss: 0.921 | Val. Acc: 56.63% Epoch: 986 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.797 | Train Acc: 62.95% Val. Loss: 0.920 | Val. Acc: 56.63% Epoch: 987 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.796 | Train Acc: 62.95% Val. Loss: 0.918 | Val. Acc: 56.63% Epoch: 988 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.796 | Train Acc: 62.95% Val. Loss: 0.917 | Val. Acc: 56.63% Epoch: 989 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.795 | Train Acc: 62.95% Val. Loss: 0.916 | Val. Acc: 56.63% Epoch: 990 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.794 | Train Acc: 62.95% Val. Loss: 0.915 | Val. Acc: 56.63% Epoch: 991 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.793 | Train Acc: 62.95% Val. Loss: 0.914 | Val. Acc: 56.63% Epoch: 992 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.792 | Train Acc: 62.95% Val. Loss: 0.913 | Val. Acc: 56.63% Epoch: 993 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.791 | Train Acc: 62.95% Val. Loss: 0.912 | Val. Acc: 56.63% Epoch: 994 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.790 | Train Acc: 62.95% Val. Loss: 0.911 | Val. Acc: 56.63% Epoch: 995 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.790 | Train Acc: 62.95% Val. Loss: 0.910 | Val. Acc: 56.63% Epoch: 996 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.789 | Train Acc: 62.95% Val. Loss: 0.909 | Val. Acc: 56.63% Epoch: 997 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.788 | Train Acc: 62.95% Val. Loss: 0.907 | Val. Acc: 56.63% Epoch: 998 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.787 | Train Acc: 62.95% Val. Loss: 0.906 | Val. Acc: 56.63% Epoch: 999 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.786 | Train Acc: 62.95% Val. Loss: 0.905 | Val. Acc: 56.63% Epoch: 1000 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.785 | Train Acc: 62.95% Val. Loss: 0.904 | Val. Acc: 56.63%
Test Loss: 0.812 | Test Acc: 60.58%
precision recall f1-score support
0 0.00 0.00 0.00 41
1 0.61 1.00 0.75 63
accuracy 0.61 104
macro avg 0.30 0.50 0.38 104
weighted avg 0.37 0.61 0.46 104
Tiempo total de entrenamiento: 0 mins, 9 segundos
C:\Users\mvarasg\anaconda3\Lib\site-packages\sklearn\metrics\_classification.py:1469: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior. C:\Users\mvarasg\anaconda3\Lib\site-packages\sklearn\metrics\_classification.py:1469: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior. C:\Users\mvarasg\anaconda3\Lib\site-packages\sklearn\metrics\_classification.py:1469: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
En este caso extremo se tiene un entrenamiento rápido pero bastante malo. Basta notar que la función de loss decrece extremadamente lento. Por lo tanto, este es el peor resultado obtenido y se esperaba por lo visto en clases. Por otro lado, tener en cuenta que para datasets masivos esto no es posible.
En general se tiene que con un menor batch_size se tiene mejor resultado pero con menor velocidad de entrenamiento. Siempre exisste un trade-off entre calidad de entrenamiento y tiempo y en este caso, dado las dimensiones del problema, el mejor resultado se tiene cuando se toman datos uno a uno, dadas las métricas y la función de pérdidas que podría detenerse mucho antes hasta alcanzar un valor deseado de accuracy.
Intenta cambiar el learning rate. Como casos extremos usa lr = 0.5 y lr = 0.000001. Qué resultados obtienes? Discute los resultados. (Hay que explicar el fenómeno observado, dando su opinión de porqué sucede).
Graficar la función de loss con respecto a las épocas y comparar con la función de loss de la Parte 1.
En esta parte se entrenan 4 modelos (6,7,8,9) y se prueba para distintos valores de learning rate. Se espera que al ser valores muy pequeños la red no alcance a aprender y la función de pérdidas no decresca mucho. Para valores razonablemente cercanos al learning rate por default podría tener mejores resultados al ser un poco mayor. Valores muy grandes debería tener malos resultados, dado que los extremos funcionan mal.
model6 = MLP(INPUT_DIM, OUTPUT_DIM)
model6, res6 = entrenar_red("Modelo6",model6, 0.000001, n_epocas,shuffle, MINI_BATCH)
Se entrena en: cpu Epoch: 01 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.573 | Train Acc: 0.00% Val. Loss: 4.573 | Val. Acc: 0.00% Epoch: 02 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.573 | Train Acc: 0.00% Val. Loss: 4.573 | Val. Acc: 0.00% Epoch: 03 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.573 | Train Acc: 0.00% Val. Loss: 4.573 | Val. Acc: 0.00% Epoch: 04 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.573 | Train Acc: 0.00% Val. Loss: 4.573 | Val. Acc: 0.00% Epoch: 05 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.573 | Train Acc: 0.00% Val. Loss: 4.573 | Val. Acc: 0.00% Epoch: 06 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.573 | Train Acc: 0.00% Val. Loss: 4.573 | Val. Acc: 0.00% Epoch: 07 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.573 | Train Acc: 0.00% Val. Loss: 4.573 | Val. Acc: 0.00% Epoch: 08 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.573 | Train Acc: 0.00% Val. Loss: 4.573 | Val. Acc: 0.00% Epoch: 09 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.573 | Train Acc: 0.00% Val. Loss: 4.573 | Val. Acc: 0.00% Epoch: 10 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.573 | Train Acc: 0.00% Val. Loss: 4.573 | Val. Acc: 0.00% Epoch: 11 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.573 | Train Acc: 0.00% Val. Loss: 4.573 | Val. Acc: 0.00% Epoch: 12 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.573 | Train Acc: 0.00% Val. Loss: 4.573 | Val. Acc: 0.00% Epoch: 13 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.573 | Train Acc: 0.00% Val. Loss: 4.573 | Val. Acc: 0.00% Epoch: 14 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.573 | Train Acc: 0.00% Val. Loss: 4.573 | Val. Acc: 0.00% Epoch: 15 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.573 | Train Acc: 0.00% Val. Loss: 4.573 | Val. Acc: 0.00% Epoch: 16 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.573 | Train Acc: 0.00% Val. Loss: 4.573 | Val. Acc: 0.00% Epoch: 17 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.573 | Val. Acc: 0.00% Epoch: 18 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.573 | Val. Acc: 0.00% Epoch: 19 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.573 | Val. Acc: 0.00% Epoch: 20 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.573 | Val. Acc: 0.00% Epoch: 21 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.573 | Val. Acc: 0.00% Epoch: 22 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.573 | Val. Acc: 0.00% Epoch: 23 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.573 | Val. Acc: 0.00% Epoch: 24 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.573 | Val. Acc: 0.00% Epoch: 25 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.573 | Val. Acc: 0.00% Epoch: 26 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.573 | Val. Acc: 0.00% Epoch: 27 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.573 | Val. Acc: 0.00% Epoch: 28 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.573 | Val. Acc: 0.00% Epoch: 29 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.573 | Val. Acc: 0.00% Epoch: 30 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.573 | Val. Acc: 0.00% Epoch: 31 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.573 | Val. Acc: 0.00% Epoch: 32 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.573 | Val. Acc: 0.00% Epoch: 33 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.573 | Val. Acc: 0.00% Epoch: 34 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.573 | Val. Acc: 0.00% Epoch: 35 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 36 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 37 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 38 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 39 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 40 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 41 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 42 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 43 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 44 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 45 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 46 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 47 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 48 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 49 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 50 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 51 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 52 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 53 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 54 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 55 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 56 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 57 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 58 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 59 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 60 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 61 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 62 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 63 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 64 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 65 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 66 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 67 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 68 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 69 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 70 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 71 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 72 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.572 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 73 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 74 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 75 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 76 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 77 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 78 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 79 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 80 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 81 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 82 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 83 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 84 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 85 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 86 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 87 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 88 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 89 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 90 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 91 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 92 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 93 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 94 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 95 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 96 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 97 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.572 | Val. Acc: 0.00% Epoch: 98 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 99 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 100 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 101 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 102 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 103 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 104 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 105 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 106 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 107 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 108 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 109 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 110 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 111 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 112 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 113 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 114 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 115 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 116 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 117 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 118 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 119 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 120 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 121 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 122 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 123 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 124 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 125 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 126 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 127 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 128 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 129 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.571 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 130 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 131 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 132 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 133 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 134 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 135 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 136 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 137 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 138 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 139 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 140 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 141 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 142 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 143 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 144 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 145 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 146 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 147 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 148 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 149 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 150 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 151 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 152 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 153 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 154 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 155 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 156 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 157 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 158 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 159 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 160 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 161 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.571 | Val. Acc: 0.00% Epoch: 162 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 163 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 164 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 165 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 166 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 167 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 168 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 169 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 170 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 171 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 172 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 173 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 174 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 175 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 176 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 177 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 178 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 179 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 180 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 181 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 182 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 183 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 184 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 185 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 186 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.570 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 187 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 188 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 189 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 190 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 191 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 192 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 193 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 194 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 195 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 196 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 197 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 198 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 199 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 200 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 201 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 202 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 203 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 204 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 205 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 206 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 207 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 208 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 209 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 210 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 211 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 212 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 213 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 214 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 215 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 216 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 217 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 218 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 219 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 220 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 221 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 222 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 223 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 224 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 225 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.570 | Val. Acc: 0.00% Epoch: 226 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 227 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 228 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 229 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 230 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 231 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 232 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 233 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 234 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 235 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 236 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 237 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 238 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 239 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 240 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 241 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 242 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 243 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.569 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 244 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 245 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 246 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 247 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 248 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 249 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 250 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 251 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 252 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 253 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 254 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 255 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 256 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 257 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 258 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 259 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 260 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 261 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 262 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 263 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 264 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 265 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 266 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 267 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 268 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 269 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 270 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 271 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 272 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 273 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 274 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 275 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 276 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 277 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 278 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 279 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 280 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 281 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 282 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 283 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 284 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 285 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 286 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 287 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 288 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.569 | Val. Acc: 0.00% Epoch: 289 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 290 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 291 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 292 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 293 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 294 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 295 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 296 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 297 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 298 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 299 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 300 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.568 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 301 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 302 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 303 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 304 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 305 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 306 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 307 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 308 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 309 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 310 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 311 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 312 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 313 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 314 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 315 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 316 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 317 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 318 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 319 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 320 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 321 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 322 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 323 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 324 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 325 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 326 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 327 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 328 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 329 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 330 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 331 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 332 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 333 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 334 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 335 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 336 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 337 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 338 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 339 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 340 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 341 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 342 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 343 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 344 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 345 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 346 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 347 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 348 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 349 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 350 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 351 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 352 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.568 | Val. Acc: 0.00% Epoch: 353 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 354 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 355 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 356 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 357 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.567 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 358 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 359 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 360 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 361 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 362 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 363 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 364 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 365 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 366 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 367 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 368 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 369 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 370 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 371 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 372 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 373 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 374 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 375 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 376 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 377 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 378 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 379 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 380 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 381 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 382 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 383 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 384 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 385 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 386 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 387 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 388 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 389 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 390 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 391 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 392 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 393 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 394 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 395 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 396 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 397 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 398 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 399 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 400 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 401 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 402 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 403 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 404 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 405 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 406 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 407 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 408 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 409 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 410 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 411 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 412 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 413 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 414 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.566 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 415 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 416 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 417 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 418 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 419 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 420 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 421 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 422 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 423 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 424 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 425 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 426 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 427 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 428 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 429 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 430 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 431 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 432 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 433 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 434 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 435 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 436 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 437 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 438 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 439 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 440 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 441 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 442 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 443 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 444 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 445 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 446 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 447 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 448 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 449 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 450 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 451 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 452 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 453 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 454 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 455 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 456 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 457 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 458 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 459 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 460 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 461 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 462 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 463 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 464 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 465 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 466 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 467 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 468 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 469 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 470 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 471 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 472 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 473 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 474 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 475 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 476 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 477 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 478 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 479 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.566 | Val. Acc: 0.00% Epoch: 480 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 481 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 482 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 483 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 484 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 485 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 486 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 487 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 488 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 489 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 490 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 491 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 492 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 493 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 494 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 495 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 496 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 497 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 498 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 499 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 500 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 501 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 502 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 503 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 504 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 505 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 506 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 507 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 508 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 509 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 510 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 511 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 512 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 513 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 514 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 515 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 516 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 517 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 518 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 519 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 520 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 521 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 522 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 523 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 524 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 525 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 526 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 527 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 528 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 529 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 530 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 531 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 532 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 533 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 534 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 535 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 536 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 537 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 538 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 539 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 540 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 541 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 542 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 543 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.565 | Val. Acc: 0.00% Epoch: 544 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 545 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 546 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 547 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 548 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 549 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 550 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 551 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 552 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 553 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 554 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 555 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 556 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 557 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 558 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 559 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 560 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 561 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 562 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 563 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 564 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 565 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 566 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 567 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 568 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 569 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 570 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 571 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 572 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 573 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 574 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 575 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 576 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 577 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 578 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 579 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 580 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 581 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 582 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 583 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 584 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.563 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 585 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 586 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 587 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 588 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 589 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 590 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 591 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 592 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 593 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 594 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 595 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 596 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 597 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 598 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 599 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 600 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 601 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 602 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 603 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 604 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 605 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 606 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 607 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.564 | Val. Acc: 0.00% Epoch: 608 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 609 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 610 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 611 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 612 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 613 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 614 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 615 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 616 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 617 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 618 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 619 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 620 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 621 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 622 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 623 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 624 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 625 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 626 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 627 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 628 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 629 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 630 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 631 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 632 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 633 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 634 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 635 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 636 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 637 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 638 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 639 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 640 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 641 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.562 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 642 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 643 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 644 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 645 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 646 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 647 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 648 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 649 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 650 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 651 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 652 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 653 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 654 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 655 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 656 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 657 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 658 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 659 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 660 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 661 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 662 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 663 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 664 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 665 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 666 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 667 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 668 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 669 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 670 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 671 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.563 | Val. Acc: 0.00% Epoch: 672 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 673 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 674 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 675 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 676 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 677 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 678 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 679 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 680 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 681 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 682 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 683 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 684 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 685 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 686 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 687 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 688 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 689 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 690 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 691 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 692 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 693 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 694 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 695 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 696 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 697 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 698 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.561 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 699 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 700 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 701 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 702 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 703 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 704 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 705 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 706 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 707 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 708 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 709 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 710 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 711 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 712 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 713 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 714 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 715 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 716 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 717 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 718 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 719 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 720 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 721 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 722 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 723 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 724 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 725 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 726 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 727 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 728 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 729 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 730 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 731 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 732 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 733 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 734 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.562 | Val. Acc: 0.00% Epoch: 735 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 736 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 737 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 738 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 739 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 740 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 741 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 742 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 743 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 744 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 745 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 746 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 747 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 748 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 749 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 750 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 751 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 752 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 753 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 754 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 755 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.560 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 756 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 757 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 758 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 759 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 760 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 761 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 762 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 763 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 764 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 765 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 766 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 767 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 768 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 769 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 770 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 771 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 772 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 773 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 774 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 775 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 776 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 777 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 778 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 779 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 780 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 781 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 782 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 783 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 784 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 785 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 786 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 787 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 788 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 789 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 790 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 791 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 792 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 793 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 794 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 795 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 796 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 797 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 798 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.561 | Val. Acc: 0.00% Epoch: 799 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 800 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 801 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 802 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 803 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 804 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 805 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 806 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 807 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 808 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 809 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 810 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 811 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 812 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.559 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 813 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 814 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 815 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 816 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 817 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 818 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 819 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 820 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 821 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 822 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 823 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 824 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 825 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 826 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 827 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 828 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 829 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 830 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 831 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 832 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 833 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 834 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 835 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 836 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 837 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 838 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 839 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 840 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 841 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 842 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 843 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 844 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 845 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 846 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 847 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 848 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 849 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 850 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 851 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 852 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 853 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 854 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 855 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 856 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 857 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 858 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 859 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 860 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 861 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 862 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 863 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 864 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 865 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 866 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 867 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 868 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 869 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.558 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 870 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 871 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 872 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 873 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 874 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 875 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 876 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 877 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 878 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 879 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 880 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 881 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 882 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 883 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 884 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 885 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 886 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 887 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 888 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 889 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 890 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 891 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 892 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 893 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 894 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 895 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 896 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 897 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 898 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 899 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 900 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 901 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 902 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 903 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 904 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 905 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 906 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 907 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 908 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 909 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 910 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 911 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 912 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 913 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 914 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 915 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 916 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 917 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 918 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 919 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 920 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 921 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 922 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 923 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 924 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 925 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 926 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.557 | Train Acc: 0.00% Val. Loss: 4.559 | Val. Acc: 0.00% Epoch: 927 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 928 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 929 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 930 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 931 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 932 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 933 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 934 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 935 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 936 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 937 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 938 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 939 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 940 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 941 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 942 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 943 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 944 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 945 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 946 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 947 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 948 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 949 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 950 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 951 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 952 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 953 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 954 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 955 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 956 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 957 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 958 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 959 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 960 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 961 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 962 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 963 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 964 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 965 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 966 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 967 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 968 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 969 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 970 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 971 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 972 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 973 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 974 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 975 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 976 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 977 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 978 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 979 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 980 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 981 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 982 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 983 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.556 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 984 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.555 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 985 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.555 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 986 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.555 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 987 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.555 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 988 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.555 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 989 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.555 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 990 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.555 | Train Acc: 0.00% Val. Loss: 4.558 | Val. Acc: 0.00% Epoch: 991 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.555 | Train Acc: 0.00% Val. Loss: 4.557 | Val. Acc: 0.00% Epoch: 992 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.555 | Train Acc: 0.00% Val. Loss: 4.557 | Val. Acc: 0.00% Epoch: 993 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.555 | Train Acc: 0.00% Val. Loss: 4.557 | Val. Acc: 0.00% Epoch: 994 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.555 | Train Acc: 0.00% Val. Loss: 4.557 | Val. Acc: 0.00% Epoch: 995 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.555 | Train Acc: 0.00% Val. Loss: 4.557 | Val. Acc: 0.00% Epoch: 996 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.555 | Train Acc: 0.00% Val. Loss: 4.557 | Val. Acc: 0.00% Epoch: 997 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.555 | Train Acc: 0.00% Val. Loss: 4.557 | Val. Acc: 0.00% Epoch: 998 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.555 | Train Acc: 0.00% Val. Loss: 4.557 | Val. Acc: 0.00% Epoch: 999 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.555 | Train Acc: 0.00% Val. Loss: 4.557 | Val. Acc: 0.00% Epoch: 1000 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.555 | Train Acc: 0.00% Val. Loss: 4.557 | Val. Acc: 0.00%
Test Loss: 4.558 | Test Acc: 0.00%
precision recall f1-score support
0 0.00 0.00 0.00 41.0
1 0.00 0.00 0.00 63.0
46 0.00 0.00 0.00 0.0
68 0.00 0.00 0.00 0.0
95 0.00 0.00 0.00 0.0
accuracy 0.00 104.0
macro avg 0.00 0.00 0.00 104.0
weighted avg 0.00 0.00 0.00 104.0
Tiempo total de entrenamiento: 0 mins, 33 segundos
C:\Users\mvarasg\anaconda3\Lib\site-packages\sklearn\metrics\_classification.py:1469: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior. C:\Users\mvarasg\anaconda3\Lib\site-packages\sklearn\metrics\_classification.py:1469: UndefinedMetricWarning: Recall and F-score are ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior. C:\Users\mvarasg\anaconda3\Lib\site-packages\sklearn\metrics\_classification.py:1469: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior. C:\Users\mvarasg\anaconda3\Lib\site-packages\sklearn\metrics\_classification.py:1469: UndefinedMetricWarning: Recall and F-score are ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior. C:\Users\mvarasg\anaconda3\Lib\site-packages\sklearn\metrics\_classification.py:1469: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior. C:\Users\mvarasg\anaconda3\Lib\site-packages\sklearn\metrics\_classification.py:1469: UndefinedMetricWarning: Recall and F-score are ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.
En este caso se obtiene lo esperado, dado que al ser un valor extremandamente pequeño de Learnign Rate, la red no logra aprender. En la función de pérdidas se evidencia que esta no decrece prácticamente, dado que el vector gradiente cae poco hacia el mínimo. Las métricas después de 1000 épocas son nulas y se puede evidenciar en la matriz de confusión que obtiene resultados sin sentido, dado que la red no aprendió nada. Al calcular otras métricas, como F1-score, se tiene que no se pueden calcular por eso el error en el código. Se dejó a proposito para ver este comportamiento.
model7 = MLP(INPUT_DIM, OUTPUT_DIM)
model7, res7 = entrenar_red("Modelo7",model7, 0.0001, n_epocas,shuffle, MINI_BATCH)
Se entrena en: cpu Epoch: 01 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.527 | Train Acc: 12.06% Val. Loss: 4.522 | Val. Acc: 27.33% Epoch: 02 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.525 | Train Acc: 12.06% Val. Loss: 4.520 | Val. Acc: 27.33% Epoch: 03 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.522 | Train Acc: 12.06% Val. Loss: 4.518 | Val. Acc: 27.33% Epoch: 04 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.520 | Train Acc: 14.31% Val. Loss: 4.516 | Val. Acc: 35.00% Epoch: 05 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.518 | Train Acc: 16.37% Val. Loss: 4.514 | Val. Acc: 36.00% Epoch: 06 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.516 | Train Acc: 17.75% Val. Loss: 4.512 | Val. Acc: 36.00% Epoch: 07 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.514 | Train Acc: 19.80% Val. Loss: 4.511 | Val. Acc: 37.00% Epoch: 08 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.511 | Train Acc: 20.10% Val. Loss: 4.509 | Val. Acc: 37.00% Epoch: 09 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.509 | Train Acc: 20.10% Val. Loss: 4.507 | Val. Acc: 37.00% Epoch: 10 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.507 | Train Acc: 20.69% Val. Loss: 4.505 | Val. Acc: 40.00% Epoch: 11 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.505 | Train Acc: 21.27% Val. Loss: 4.503 | Val. Acc: 40.00% Epoch: 12 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.503 | Train Acc: 22.16% Val. Loss: 4.501 | Val. Acc: 41.00% Epoch: 13 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.501 | Train Acc: 23.33% Val. Loss: 4.499 | Val. Acc: 41.00% Epoch: 14 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.498 | Train Acc: 23.82% Val. Loss: 4.497 | Val. Acc: 43.00% Epoch: 15 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.496 | Train Acc: 25.88% Val. Loss: 4.495 | Val. Acc: 45.00% Epoch: 16 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.494 | Train Acc: 26.76% Val. Loss: 4.493 | Val. Acc: 45.00% Epoch: 17 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.492 | Train Acc: 28.53% Val. Loss: 4.491 | Val. Acc: 46.00% Epoch: 18 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.490 | Train Acc: 30.20% Val. Loss: 4.489 | Val. Acc: 48.00% Epoch: 19 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.487 | Train Acc: 34.02% Val. Loss: 4.487 | Val. Acc: 51.00% Epoch: 20 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.485 | Train Acc: 39.22% Val. Loss: 4.485 | Val. Acc: 55.00% Epoch: 21 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.483 | Train Acc: 45.98% Val. Loss: 4.483 | Val. Acc: 60.00% Epoch: 22 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.481 | Train Acc: 48.04% Val. Loss: 4.481 | Val. Acc: 60.00% Epoch: 23 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.479 | Train Acc: 46.86% Val. Loss: 4.479 | Val. Acc: 58.00% Epoch: 24 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.476 | Train Acc: 50.29% Val. Loss: 4.477 | Val. Acc: 68.00% Epoch: 25 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.474 | Train Acc: 56.18% Val. Loss: 4.475 | Val. Acc: 69.00% Epoch: 26 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.472 | Train Acc: 57.35% Val. Loss: 4.473 | Val. Acc: 70.00% Epoch: 27 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.470 | Train Acc: 59.12% Val. Loss: 4.471 | Val. Acc: 71.00% Epoch: 28 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.467 | Train Acc: 61.18% Val. Loss: 4.469 | Val. Acc: 76.00% Epoch: 29 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.465 | Train Acc: 63.24% Val. Loss: 4.467 | Val. Acc: 78.00% Epoch: 30 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.463 | Train Acc: 65.00% Val. Loss: 4.465 | Val. Acc: 71.33% Epoch: 31 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.461 | Train Acc: 65.59% Val. Loss: 4.463 | Val. Acc: 70.33% Epoch: 32 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.458 | Train Acc: 66.47% Val. Loss: 4.461 | Val. Acc: 71.33% Epoch: 33 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.456 | Train Acc: 67.65% Val. Loss: 4.459 | Val. Acc: 72.33% Epoch: 34 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.454 | Train Acc: 68.53% Val. Loss: 4.457 | Val. Acc: 72.33% Epoch: 35 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.452 | Train Acc: 69.61% Val. Loss: 4.455 | Val. Acc: 72.33% Epoch: 36 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.450 | Train Acc: 69.71% Val. Loss: 4.453 | Val. Acc: 69.33% Epoch: 37 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.447 | Train Acc: 68.73% Val. Loss: 4.451 | Val. Acc: 69.33% Epoch: 38 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.445 | Train Acc: 69.31% Val. Loss: 4.449 | Val. Acc: 69.33% Epoch: 39 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.443 | Train Acc: 69.61% Val. Loss: 4.447 | Val. Acc: 69.33% Epoch: 40 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.440 | Train Acc: 70.20% Val. Loss: 4.445 | Val. Acc: 71.33% Epoch: 41 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.438 | Train Acc: 69.90% Val. Loss: 4.443 | Val. Acc: 70.33% Epoch: 42 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.436 | Train Acc: 69.90% Val. Loss: 4.441 | Val. Acc: 70.33% Epoch: 43 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.434 | Train Acc: 71.67% Val. Loss: 4.439 | Val. Acc: 70.33% Epoch: 44 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.431 | Train Acc: 70.88% Val. Loss: 4.437 | Val. Acc: 71.33% Epoch: 45 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.429 | Train Acc: 70.29% Val. Loss: 4.435 | Val. Acc: 71.33% Epoch: 46 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.427 | Train Acc: 70.78% Val. Loss: 4.433 | Val. Acc: 71.33% Epoch: 47 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.424 | Train Acc: 71.67% Val. Loss: 4.431 | Val. Acc: 63.67% Epoch: 48 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.422 | Train Acc: 69.90% Val. Loss: 4.429 | Val. Acc: 55.00% Epoch: 49 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.420 | Train Acc: 68.73% Val. Loss: 4.427 | Val. Acc: 55.00% Epoch: 50 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.418 | Train Acc: 66.08% Val. Loss: 4.425 | Val. Acc: 52.00% Epoch: 51 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.415 | Train Acc: 64.71% Val. Loss: 4.423 | Val. Acc: 50.00% Epoch: 52 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.413 | Train Acc: 63.92% Val. Loss: 4.421 | Val. Acc: 50.00% Epoch: 53 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.411 | Train Acc: 63.92% Val. Loss: 4.419 | Val. Acc: 50.00% Epoch: 54 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.408 | Train Acc: 63.33% Val. Loss: 4.417 | Val. Acc: 48.00% Epoch: 55 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.406 | Train Acc: 62.75% Val. Loss: 4.414 | Val. Acc: 48.00% Epoch: 56 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.404 | Train Acc: 63.92% Val. Loss: 4.412 | Val. Acc: 48.00% Epoch: 57 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.401 | Train Acc: 64.22% Val. Loss: 4.410 | Val. Acc: 48.00% Epoch: 58 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.399 | Train Acc: 63.04% Val. Loss: 4.408 | Val. Acc: 48.00% Epoch: 59 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.396 | Train Acc: 63.04% Val. Loss: 4.406 | Val. Acc: 48.00% Epoch: 60 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.394 | Train Acc: 63.04% Val. Loss: 4.404 | Val. Acc: 48.00% Epoch: 61 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.392 | Train Acc: 63.04% Val. Loss: 4.402 | Val. Acc: 48.00% Epoch: 62 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.389 | Train Acc: 63.04% Val. Loss: 4.400 | Val. Acc: 47.00% Epoch: 63 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.387 | Train Acc: 62.45% Val. Loss: 4.398 | Val. Acc: 47.00% Epoch: 64 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.385 | Train Acc: 62.45% Val. Loss: 4.396 | Val. Acc: 47.00% Epoch: 65 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.382 | Train Acc: 62.45% Val. Loss: 4.393 | Val. Acc: 47.00% Epoch: 66 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.380 | Train Acc: 62.45% Val. Loss: 4.391 | Val. Acc: 47.00% Epoch: 67 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.377 | Train Acc: 62.45% Val. Loss: 4.389 | Val. Acc: 47.00% Epoch: 68 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.375 | Train Acc: 62.45% Val. Loss: 4.387 | Val. Acc: 47.00% Epoch: 69 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.373 | Train Acc: 62.45% Val. Loss: 4.385 | Val. Acc: 47.00% Epoch: 70 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.370 | Train Acc: 62.45% Val. Loss: 4.383 | Val. Acc: 47.00% Epoch: 71 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.368 | Train Acc: 62.45% Val. Loss: 4.380 | Val. Acc: 47.00% Epoch: 72 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.365 | Train Acc: 62.45% Val. Loss: 4.378 | Val. Acc: 47.00% Epoch: 73 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.363 | Train Acc: 62.45% Val. Loss: 4.376 | Val. Acc: 47.00% Epoch: 74 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.360 | Train Acc: 62.45% Val. Loss: 4.374 | Val. Acc: 47.00% Epoch: 75 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.358 | Train Acc: 62.45% Val. Loss: 4.372 | Val. Acc: 47.00% Epoch: 76 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.355 | Train Acc: 62.45% Val. Loss: 4.370 | Val. Acc: 47.00% Epoch: 77 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.353 | Train Acc: 62.45% Val. Loss: 4.367 | Val. Acc: 47.00% Epoch: 78 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.350 | Train Acc: 62.45% Val. Loss: 4.365 | Val. Acc: 47.00% Epoch: 79 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.348 | Train Acc: 62.45% Val. Loss: 4.363 | Val. Acc: 47.00% Epoch: 80 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.345 | Train Acc: 62.45% Val. Loss: 4.361 | Val. Acc: 47.00% Epoch: 81 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.343 | Train Acc: 62.45% Val. Loss: 4.358 | Val. Acc: 47.00% Epoch: 82 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.340 | Train Acc: 62.45% Val. Loss: 4.356 | Val. Acc: 47.00% Epoch: 83 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.338 | Train Acc: 62.45% Val. Loss: 4.354 | Val. Acc: 47.00% Epoch: 84 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.335 | Train Acc: 62.45% Val. Loss: 4.352 | Val. Acc: 47.00% Epoch: 85 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.333 | Train Acc: 62.45% Val. Loss: 4.349 | Val. Acc: 47.00% Epoch: 86 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.330 | Train Acc: 62.45% Val. Loss: 4.347 | Val. Acc: 47.00% Epoch: 87 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.327 | Train Acc: 62.45% Val. Loss: 4.345 | Val. Acc: 47.00% Epoch: 88 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.325 | Train Acc: 62.45% Val. Loss: 4.342 | Val. Acc: 47.00% Epoch: 89 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.322 | Train Acc: 62.45% Val. Loss: 4.340 | Val. Acc: 47.00% Epoch: 90 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.320 | Train Acc: 62.45% Val. Loss: 4.338 | Val. Acc: 47.00% Epoch: 91 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.317 | Train Acc: 62.45% Val. Loss: 4.335 | Val. Acc: 47.00% Epoch: 92 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.314 | Train Acc: 62.45% Val. Loss: 4.333 | Val. Acc: 47.00% Epoch: 93 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.312 | Train Acc: 62.45% Val. Loss: 4.331 | Val. Acc: 47.00% Epoch: 94 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.309 | Train Acc: 62.45% Val. Loss: 4.328 | Val. Acc: 47.00% Epoch: 95 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.306 | Train Acc: 62.45% Val. Loss: 4.326 | Val. Acc: 47.00% Epoch: 96 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.304 | Train Acc: 62.45% Val. Loss: 4.324 | Val. Acc: 47.00% Epoch: 97 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.301 | Train Acc: 62.45% Val. Loss: 4.321 | Val. Acc: 47.00% Epoch: 98 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.298 | Train Acc: 62.45% Val. Loss: 4.319 | Val. Acc: 47.00% Epoch: 99 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.296 | Train Acc: 62.45% Val. Loss: 4.317 | Val. Acc: 47.00% Epoch: 100 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.293 | Train Acc: 62.45% Val. Loss: 4.314 | Val. Acc: 47.00% Epoch: 101 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.290 | Train Acc: 62.45% Val. Loss: 4.312 | Val. Acc: 47.00% Epoch: 102 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.288 | Train Acc: 62.45% Val. Loss: 4.309 | Val. Acc: 47.00% Epoch: 103 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.285 | Train Acc: 62.45% Val. Loss: 4.307 | Val. Acc: 47.00% Epoch: 104 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.282 | Train Acc: 62.45% Val. Loss: 4.304 | Val. Acc: 47.00% Epoch: 105 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.279 | Train Acc: 62.45% Val. Loss: 4.302 | Val. Acc: 47.00% Epoch: 106 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.276 | Train Acc: 62.45% Val. Loss: 4.299 | Val. Acc: 47.00% Epoch: 107 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.274 | Train Acc: 62.45% Val. Loss: 4.297 | Val. Acc: 47.00% Epoch: 108 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.271 | Train Acc: 62.45% Val. Loss: 4.294 | Val. Acc: 47.00% Epoch: 109 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.268 | Train Acc: 62.45% Val. Loss: 4.292 | Val. Acc: 47.00% Epoch: 110 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.265 | Train Acc: 62.45% Val. Loss: 4.289 | Val. Acc: 47.00% Epoch: 111 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.262 | Train Acc: 62.45% Val. Loss: 4.287 | Val. Acc: 47.00% Epoch: 112 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.259 | Train Acc: 62.45% Val. Loss: 4.284 | Val. Acc: 47.00% Epoch: 113 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.256 | Train Acc: 62.45% Val. Loss: 4.282 | Val. Acc: 47.00% Epoch: 114 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.253 | Train Acc: 62.45% Val. Loss: 4.279 | Val. Acc: 47.00% Epoch: 115 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.251 | Train Acc: 62.45% Val. Loss: 4.277 | Val. Acc: 47.00% Epoch: 116 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.248 | Train Acc: 62.45% Val. Loss: 4.274 | Val. Acc: 47.00% Epoch: 117 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.245 | Train Acc: 62.45% Val. Loss: 4.271 | Val. Acc: 47.00% Epoch: 118 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.242 | Train Acc: 62.45% Val. Loss: 4.269 | Val. Acc: 47.00% Epoch: 119 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.239 | Train Acc: 62.45% Val. Loss: 4.266 | Val. Acc: 47.00% Epoch: 120 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.236 | Train Acc: 62.45% Val. Loss: 4.263 | Val. Acc: 47.00% Epoch: 121 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.233 | Train Acc: 62.45% Val. Loss: 4.261 | Val. Acc: 47.00% Epoch: 122 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.230 | Train Acc: 62.45% Val. Loss: 4.258 | Val. Acc: 47.00% Epoch: 123 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.226 | Train Acc: 62.45% Val. Loss: 4.255 | Val. Acc: 47.00% Epoch: 124 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.223 | Train Acc: 62.45% Val. Loss: 4.253 | Val. Acc: 47.00% Epoch: 125 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.220 | Train Acc: 62.45% Val. Loss: 4.250 | Val. Acc: 47.00% Epoch: 126 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.217 | Train Acc: 62.45% Val. Loss: 4.247 | Val. Acc: 47.00% Epoch: 127 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.214 | Train Acc: 62.45% Val. Loss: 4.244 | Val. Acc: 47.00% Epoch: 128 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.211 | Train Acc: 62.45% Val. Loss: 4.241 | Val. Acc: 47.00% Epoch: 129 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.208 | Train Acc: 62.45% Val. Loss: 4.239 | Val. Acc: 47.00% Epoch: 130 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.204 | Train Acc: 62.45% Val. Loss: 4.236 | Val. Acc: 47.00% Epoch: 131 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.201 | Train Acc: 62.45% Val. Loss: 4.233 | Val. Acc: 47.00% Epoch: 132 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.198 | Train Acc: 62.45% Val. Loss: 4.230 | Val. Acc: 47.00% Epoch: 133 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.195 | Train Acc: 62.45% Val. Loss: 4.227 | Val. Acc: 47.00% Epoch: 134 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.191 | Train Acc: 62.45% Val. Loss: 4.224 | Val. Acc: 47.00% Epoch: 135 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.188 | Train Acc: 62.45% Val. Loss: 4.221 | Val. Acc: 47.00% Epoch: 136 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.185 | Train Acc: 62.45% Val. Loss: 4.219 | Val. Acc: 47.00% Epoch: 137 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.182 | Train Acc: 62.45% Val. Loss: 4.216 | Val. Acc: 47.00% Epoch: 138 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.178 | Train Acc: 62.45% Val. Loss: 4.213 | Val. Acc: 47.00% Epoch: 139 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.175 | Train Acc: 62.45% Val. Loss: 4.210 | Val. Acc: 47.00% Epoch: 140 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.171 | Train Acc: 62.45% Val. Loss: 4.207 | Val. Acc: 47.00% Epoch: 141 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.168 | Train Acc: 62.45% Val. Loss: 4.204 | Val. Acc: 47.00% Epoch: 142 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.164 | Train Acc: 62.45% Val. Loss: 4.201 | Val. Acc: 47.00% Epoch: 143 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.161 | Train Acc: 62.45% Val. Loss: 4.198 | Val. Acc: 47.00% Epoch: 144 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.157 | Train Acc: 62.45% Val. Loss: 4.194 | Val. Acc: 47.00% Epoch: 145 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.154 | Train Acc: 62.45% Val. Loss: 4.191 | Val. Acc: 47.00% Epoch: 146 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.150 | Train Acc: 62.45% Val. Loss: 4.188 | Val. Acc: 47.00% Epoch: 147 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.147 | Train Acc: 62.45% Val. Loss: 4.185 | Val. Acc: 47.00% Epoch: 148 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.143 | Train Acc: 62.45% Val. Loss: 4.182 | Val. Acc: 47.00% Epoch: 149 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.140 | Train Acc: 62.45% Val. Loss: 4.179 | Val. Acc: 47.00% Epoch: 150 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.136 | Train Acc: 62.45% Val. Loss: 4.176 | Val. Acc: 47.00% Epoch: 151 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.132 | Train Acc: 62.45% Val. Loss: 4.172 | Val. Acc: 47.00% Epoch: 152 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.129 | Train Acc: 62.45% Val. Loss: 4.169 | Val. Acc: 47.00% Epoch: 153 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.125 | Train Acc: 62.45% Val. Loss: 4.166 | Val. Acc: 47.00% Epoch: 154 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.121 | Train Acc: 62.45% Val. Loss: 4.163 | Val. Acc: 47.00% Epoch: 155 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.117 | Train Acc: 62.45% Val. Loss: 4.159 | Val. Acc: 47.00% Epoch: 156 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.114 | Train Acc: 62.45% Val. Loss: 4.156 | Val. Acc: 47.00% Epoch: 157 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.110 | Train Acc: 62.45% Val. Loss: 4.153 | Val. Acc: 47.00% Epoch: 158 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.106 | Train Acc: 62.45% Val. Loss: 4.149 | Val. Acc: 47.00% Epoch: 159 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.102 | Train Acc: 62.45% Val. Loss: 4.146 | Val. Acc: 47.00% Epoch: 160 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.098 | Train Acc: 62.45% Val. Loss: 4.142 | Val. Acc: 47.00% Epoch: 161 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.094 | Train Acc: 62.45% Val. Loss: 4.139 | Val. Acc: 47.00% Epoch: 162 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.090 | Train Acc: 62.45% Val. Loss: 4.135 | Val. Acc: 47.00% Epoch: 163 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.086 | Train Acc: 62.45% Val. Loss: 4.132 | Val. Acc: 47.00% Epoch: 164 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.082 | Train Acc: 62.45% Val. Loss: 4.128 | Val. Acc: 47.00% Epoch: 165 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.078 | Train Acc: 62.45% Val. Loss: 4.125 | Val. Acc: 47.00% Epoch: 166 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.074 | Train Acc: 62.45% Val. Loss: 4.121 | Val. Acc: 47.00% Epoch: 167 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.070 | Train Acc: 62.45% Val. Loss: 4.118 | Val. Acc: 47.00% Epoch: 168 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.065 | Train Acc: 62.45% Val. Loss: 4.114 | Val. Acc: 47.00% Epoch: 169 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.061 | Train Acc: 62.45% Val. Loss: 4.110 | Val. Acc: 47.00% Epoch: 170 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.057 | Train Acc: 62.45% Val. Loss: 4.107 | Val. Acc: 47.00% Epoch: 171 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.053 | Train Acc: 62.45% Val. Loss: 4.103 | Val. Acc: 47.00% Epoch: 172 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.048 | Train Acc: 62.45% Val. Loss: 4.099 | Val. Acc: 47.00% Epoch: 173 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.044 | Train Acc: 62.45% Val. Loss: 4.095 | Val. Acc: 47.00% Epoch: 174 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.040 | Train Acc: 62.45% Val. Loss: 4.091 | Val. Acc: 47.00% Epoch: 175 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.035 | Train Acc: 62.45% Val. Loss: 4.088 | Val. Acc: 47.00% Epoch: 176 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.031 | Train Acc: 62.45% Val. Loss: 4.084 | Val. Acc: 47.00% Epoch: 177 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.026 | Train Acc: 62.45% Val. Loss: 4.080 | Val. Acc: 47.00% Epoch: 178 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.022 | Train Acc: 62.45% Val. Loss: 4.076 | Val. Acc: 47.00% Epoch: 179 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.017 | Train Acc: 62.45% Val. Loss: 4.072 | Val. Acc: 47.00% Epoch: 180 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.013 | Train Acc: 62.45% Val. Loss: 4.068 | Val. Acc: 47.00% Epoch: 181 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.008 | Train Acc: 62.45% Val. Loss: 4.064 | Val. Acc: 47.00% Epoch: 182 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.003 | Train Acc: 62.45% Val. Loss: 4.060 | Val. Acc: 47.00% Epoch: 183 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.999 | Train Acc: 62.45% Val. Loss: 4.056 | Val. Acc: 47.00% Epoch: 184 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.994 | Train Acc: 62.45% Val. Loss: 4.052 | Val. Acc: 47.00% Epoch: 185 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.989 | Train Acc: 62.45% Val. Loss: 4.047 | Val. Acc: 47.00% Epoch: 186 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.984 | Train Acc: 62.45% Val. Loss: 4.043 | Val. Acc: 47.00% Epoch: 187 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.979 | Train Acc: 62.45% Val. Loss: 4.039 | Val. Acc: 47.00% Epoch: 188 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.974 | Train Acc: 62.45% Val. Loss: 4.035 | Val. Acc: 47.00% Epoch: 189 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.969 | Train Acc: 62.45% Val. Loss: 4.030 | Val. Acc: 47.00% Epoch: 190 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.964 | Train Acc: 62.45% Val. Loss: 4.026 | Val. Acc: 47.00% Epoch: 191 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.959 | Train Acc: 62.45% Val. Loss: 4.021 | Val. Acc: 47.00% Epoch: 192 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.954 | Train Acc: 62.45% Val. Loss: 4.017 | Val. Acc: 47.00% Epoch: 193 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.949 | Train Acc: 62.45% Val. Loss: 4.013 | Val. Acc: 47.00% Epoch: 194 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.944 | Train Acc: 62.45% Val. Loss: 4.008 | Val. Acc: 47.00% Epoch: 195 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.938 | Train Acc: 62.45% Val. Loss: 4.003 | Val. Acc: 47.00% Epoch: 196 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.933 | Train Acc: 62.45% Val. Loss: 3.999 | Val. Acc: 47.00% Epoch: 197 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.928 | Train Acc: 62.45% Val. Loss: 3.994 | Val. Acc: 47.00% Epoch: 198 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.922 | Train Acc: 62.45% Val. Loss: 3.990 | Val. Acc: 47.00% Epoch: 199 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.917 | Train Acc: 62.45% Val. Loss: 3.985 | Val. Acc: 47.00% Epoch: 200 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.911 | Train Acc: 62.45% Val. Loss: 3.980 | Val. Acc: 47.00% Epoch: 201 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.906 | Train Acc: 62.45% Val. Loss: 3.975 | Val. Acc: 47.00% Epoch: 202 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.900 | Train Acc: 62.45% Val. Loss: 3.970 | Val. Acc: 47.00% Epoch: 203 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.894 | Train Acc: 62.45% Val. Loss: 3.965 | Val. Acc: 47.00% Epoch: 204 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.888 | Train Acc: 62.45% Val. Loss: 3.960 | Val. Acc: 47.00% Epoch: 205 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.883 | Train Acc: 62.45% Val. Loss: 3.955 | Val. Acc: 47.00% Epoch: 206 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.877 | Train Acc: 62.45% Val. Loss: 3.950 | Val. Acc: 47.00% Epoch: 207 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.871 | Train Acc: 62.45% Val. Loss: 3.945 | Val. Acc: 47.00% Epoch: 208 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.865 | Train Acc: 62.45% Val. Loss: 3.940 | Val. Acc: 47.00% Epoch: 209 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.859 | Train Acc: 62.45% Val. Loss: 3.935 | Val. Acc: 47.00% Epoch: 210 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.853 | Train Acc: 62.45% Val. Loss: 3.929 | Val. Acc: 47.00% Epoch: 211 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.846 | Train Acc: 62.45% Val. Loss: 3.924 | Val. Acc: 47.00% Epoch: 212 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.840 | Train Acc: 62.45% Val. Loss: 3.919 | Val. Acc: 47.00% Epoch: 213 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.834 | Train Acc: 62.45% Val. Loss: 3.913 | Val. Acc: 47.00% Epoch: 214 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.827 | Train Acc: 62.45% Val. Loss: 3.908 | Val. Acc: 47.00% Epoch: 215 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.821 | Train Acc: 62.45% Val. Loss: 3.902 | Val. Acc: 47.00% Epoch: 216 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.814 | Train Acc: 62.45% Val. Loss: 3.897 | Val. Acc: 47.00% Epoch: 217 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.808 | Train Acc: 62.45% Val. Loss: 3.891 | Val. Acc: 47.00% Epoch: 218 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.801 | Train Acc: 62.45% Val. Loss: 3.885 | Val. Acc: 47.00% Epoch: 219 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.795 | Train Acc: 62.45% Val. Loss: 3.880 | Val. Acc: 47.00% Epoch: 220 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.788 | Train Acc: 62.45% Val. Loss: 3.874 | Val. Acc: 47.00% Epoch: 221 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.781 | Train Acc: 62.45% Val. Loss: 3.868 | Val. Acc: 47.00% Epoch: 222 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.774 | Train Acc: 62.45% Val. Loss: 3.862 | Val. Acc: 47.00% Epoch: 223 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.767 | Train Acc: 62.45% Val. Loss: 3.856 | Val. Acc: 47.00% Epoch: 224 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.760 | Train Acc: 62.45% Val. Loss: 3.850 | Val. Acc: 47.00% Epoch: 225 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.753 | Train Acc: 62.45% Val. Loss: 3.844 | Val. Acc: 47.00% Epoch: 226 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.745 | Train Acc: 62.45% Val. Loss: 3.837 | Val. Acc: 47.00% Epoch: 227 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.738 | Train Acc: 62.45% Val. Loss: 3.831 | Val. Acc: 47.00% Epoch: 228 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.731 | Train Acc: 62.45% Val. Loss: 3.825 | Val. Acc: 47.00% Epoch: 229 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.723 | Train Acc: 62.45% Val. Loss: 3.818 | Val. Acc: 47.00% Epoch: 230 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.716 | Train Acc: 62.45% Val. Loss: 3.812 | Val. Acc: 47.00% Epoch: 231 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.708 | Train Acc: 62.45% Val. Loss: 3.805 | Val. Acc: 47.00% Epoch: 232 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.700 | Train Acc: 62.45% Val. Loss: 3.799 | Val. Acc: 47.00% Epoch: 233 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.692 | Train Acc: 62.45% Val. Loss: 3.792 | Val. Acc: 47.00% Epoch: 234 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.685 | Train Acc: 62.45% Val. Loss: 3.785 | Val. Acc: 47.00% Epoch: 235 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.677 | Train Acc: 62.45% Val. Loss: 3.778 | Val. Acc: 47.00% Epoch: 236 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.668 | Train Acc: 62.45% Val. Loss: 3.771 | Val. Acc: 47.00% Epoch: 237 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.660 | Train Acc: 62.45% Val. Loss: 3.764 | Val. Acc: 47.00% Epoch: 238 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.652 | Train Acc: 62.45% Val. Loss: 3.757 | Val. Acc: 47.00% Epoch: 239 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.644 | Train Acc: 62.45% Val. Loss: 3.750 | Val. Acc: 47.00% Epoch: 240 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.635 | Train Acc: 62.45% Val. Loss: 3.743 | Val. Acc: 47.00% Epoch: 241 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.626 | Train Acc: 62.45% Val. Loss: 3.736 | Val. Acc: 47.00% Epoch: 242 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.618 | Train Acc: 62.45% Val. Loss: 3.728 | Val. Acc: 47.00% Epoch: 243 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.609 | Train Acc: 62.45% Val. Loss: 3.721 | Val. Acc: 47.00% Epoch: 244 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.600 | Train Acc: 62.45% Val. Loss: 3.713 | Val. Acc: 47.00% Epoch: 245 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.591 | Train Acc: 62.45% Val. Loss: 3.705 | Val. Acc: 47.00% Epoch: 246 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.582 | Train Acc: 62.45% Val. Loss: 3.698 | Val. Acc: 47.00% Epoch: 247 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.573 | Train Acc: 62.45% Val. Loss: 3.690 | Val. Acc: 47.00% Epoch: 248 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.563 | Train Acc: 62.45% Val. Loss: 3.682 | Val. Acc: 47.00% Epoch: 249 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.554 | Train Acc: 62.45% Val. Loss: 3.674 | Val. Acc: 47.00% Epoch: 250 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.545 | Train Acc: 62.45% Val. Loss: 3.666 | Val. Acc: 47.00% Epoch: 251 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.535 | Train Acc: 62.45% Val. Loss: 3.657 | Val. Acc: 47.00% Epoch: 252 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.525 | Train Acc: 62.45% Val. Loss: 3.649 | Val. Acc: 47.00% Epoch: 253 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.515 | Train Acc: 62.45% Val. Loss: 3.641 | Val. Acc: 47.00% Epoch: 254 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.505 | Train Acc: 62.45% Val. Loss: 3.632 | Val. Acc: 47.00% Epoch: 255 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.495 | Train Acc: 62.45% Val. Loss: 3.623 | Val. Acc: 47.00% Epoch: 256 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.485 | Train Acc: 62.45% Val. Loss: 3.615 | Val. Acc: 47.00% Epoch: 257 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.474 | Train Acc: 62.45% Val. Loss: 3.606 | Val. Acc: 47.00% Epoch: 258 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.464 | Train Acc: 62.45% Val. Loss: 3.597 | Val. Acc: 47.00% Epoch: 259 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.453 | Train Acc: 62.45% Val. Loss: 3.588 | Val. Acc: 47.00% Epoch: 260 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.442 | Train Acc: 62.45% Val. Loss: 3.579 | Val. Acc: 47.00% Epoch: 261 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.431 | Train Acc: 62.45% Val. Loss: 3.569 | Val. Acc: 47.00% Epoch: 262 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.420 | Train Acc: 62.45% Val. Loss: 3.560 | Val. Acc: 47.00% Epoch: 263 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.409 | Train Acc: 62.45% Val. Loss: 3.550 | Val. Acc: 47.00% Epoch: 264 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.398 | Train Acc: 62.45% Val. Loss: 3.541 | Val. Acc: 47.00% Epoch: 265 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.386 | Train Acc: 62.45% Val. Loss: 3.531 | Val. Acc: 47.00% Epoch: 266 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.375 | Train Acc: 62.45% Val. Loss: 3.521 | Val. Acc: 47.00% Epoch: 267 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.363 | Train Acc: 62.45% Val. Loss: 3.511 | Val. Acc: 47.00% Epoch: 268 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.351 | Train Acc: 62.45% Val. Loss: 3.501 | Val. Acc: 47.00% Epoch: 269 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.339 | Train Acc: 62.45% Val. Loss: 3.491 | Val. Acc: 47.00% Epoch: 270 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.327 | Train Acc: 62.45% Val. Loss: 3.480 | Val. Acc: 47.00% Epoch: 271 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.314 | Train Acc: 62.45% Val. Loss: 3.470 | Val. Acc: 47.00% Epoch: 272 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.302 | Train Acc: 62.45% Val. Loss: 3.459 | Val. Acc: 47.00% Epoch: 273 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.289 | Train Acc: 62.45% Val. Loss: 3.448 | Val. Acc: 47.00% Epoch: 274 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.276 | Train Acc: 62.45% Val. Loss: 3.437 | Val. Acc: 47.00% Epoch: 275 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.263 | Train Acc: 62.45% Val. Loss: 3.426 | Val. Acc: 47.00% Epoch: 276 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.250 | Train Acc: 62.45% Val. Loss: 3.415 | Val. Acc: 47.00% Epoch: 277 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.237 | Train Acc: 62.45% Val. Loss: 3.404 | Val. Acc: 47.00% Epoch: 278 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.223 | Train Acc: 62.45% Val. Loss: 3.392 | Val. Acc: 47.00% Epoch: 279 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.209 | Train Acc: 62.45% Val. Loss: 3.381 | Val. Acc: 47.00% Epoch: 280 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.195 | Train Acc: 62.45% Val. Loss: 3.369 | Val. Acc: 47.00% Epoch: 281 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.181 | Train Acc: 62.45% Val. Loss: 3.357 | Val. Acc: 47.00% Epoch: 282 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.167 | Train Acc: 62.45% Val. Loss: 3.345 | Val. Acc: 47.00% Epoch: 283 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.153 | Train Acc: 62.45% Val. Loss: 3.333 | Val. Acc: 47.00% Epoch: 284 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.138 | Train Acc: 62.45% Val. Loss: 3.321 | Val. Acc: 47.00% Epoch: 285 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.123 | Train Acc: 62.45% Val. Loss: 3.308 | Val. Acc: 47.00% Epoch: 286 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.109 | Train Acc: 62.45% Val. Loss: 3.295 | Val. Acc: 47.00% Epoch: 287 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.093 | Train Acc: 62.45% Val. Loss: 3.283 | Val. Acc: 47.00% Epoch: 288 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.078 | Train Acc: 62.45% Val. Loss: 3.270 | Val. Acc: 47.00% Epoch: 289 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.063 | Train Acc: 62.45% Val. Loss: 3.257 | Val. Acc: 47.00% Epoch: 290 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.047 | Train Acc: 62.45% Val. Loss: 3.243 | Val. Acc: 47.00% Epoch: 291 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.031 | Train Acc: 62.45% Val. Loss: 3.230 | Val. Acc: 47.00% Epoch: 292 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.015 | Train Acc: 62.45% Val. Loss: 3.216 | Val. Acc: 47.00% Epoch: 293 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.999 | Train Acc: 62.45% Val. Loss: 3.203 | Val. Acc: 47.00% Epoch: 294 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.982 | Train Acc: 62.45% Val. Loss: 3.189 | Val. Acc: 47.00% Epoch: 295 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.966 | Train Acc: 62.45% Val. Loss: 3.175 | Val. Acc: 47.00% Epoch: 296 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.949 | Train Acc: 62.45% Val. Loss: 3.160 | Val. Acc: 47.00% Epoch: 297 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.932 | Train Acc: 62.45% Val. Loss: 3.146 | Val. Acc: 47.00% Epoch: 298 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.915 | Train Acc: 62.45% Val. Loss: 3.132 | Val. Acc: 47.00% Epoch: 299 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.897 | Train Acc: 62.45% Val. Loss: 3.117 | Val. Acc: 47.00% Epoch: 300 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.880 | Train Acc: 62.45% Val. Loss: 3.102 | Val. Acc: 47.00% Epoch: 301 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.862 | Train Acc: 62.45% Val. Loss: 3.087 | Val. Acc: 47.00% Epoch: 302 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.844 | Train Acc: 62.45% Val. Loss: 3.072 | Val. Acc: 47.00% Epoch: 303 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.826 | Train Acc: 62.45% Val. Loss: 3.057 | Val. Acc: 47.00% Epoch: 304 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.808 | Train Acc: 62.45% Val. Loss: 3.041 | Val. Acc: 47.00% Epoch: 305 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.789 | Train Acc: 62.45% Val. Loss: 3.025 | Val. Acc: 47.00% Epoch: 306 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.770 | Train Acc: 62.45% Val. Loss: 3.010 | Val. Acc: 47.00% Epoch: 307 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.752 | Train Acc: 62.45% Val. Loss: 2.994 | Val. Acc: 47.00% Epoch: 308 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.732 | Train Acc: 62.45% Val. Loss: 2.978 | Val. Acc: 47.00% Epoch: 309 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.713 | Train Acc: 62.45% Val. Loss: 2.962 | Val. Acc: 47.00% Epoch: 310 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.694 | Train Acc: 62.45% Val. Loss: 2.945 | Val. Acc: 47.00% Epoch: 311 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.674 | Train Acc: 62.45% Val. Loss: 2.929 | Val. Acc: 47.00% Epoch: 312 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.655 | Train Acc: 62.45% Val. Loss: 2.912 | Val. Acc: 47.00% Epoch: 313 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.635 | Train Acc: 62.45% Val. Loss: 2.896 | Val. Acc: 47.00% Epoch: 314 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.615 | Train Acc: 62.45% Val. Loss: 2.879 | Val. Acc: 47.00% Epoch: 315 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.595 | Train Acc: 62.45% Val. Loss: 2.862 | Val. Acc: 47.00% Epoch: 316 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.575 | Train Acc: 62.45% Val. Loss: 2.845 | Val. Acc: 47.00% Epoch: 317 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.554 | Train Acc: 62.45% Val. Loss: 2.828 | Val. Acc: 47.00% Epoch: 318 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.534 | Train Acc: 62.45% Val. Loss: 2.810 | Val. Acc: 47.00% Epoch: 319 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.513 | Train Acc: 62.45% Val. Loss: 2.793 | Val. Acc: 47.00% Epoch: 320 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.493 | Train Acc: 62.45% Val. Loss: 2.776 | Val. Acc: 47.00% Epoch: 321 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.472 | Train Acc: 62.45% Val. Loss: 2.758 | Val. Acc: 47.00% Epoch: 322 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.451 | Train Acc: 62.45% Val. Loss: 2.741 | Val. Acc: 47.00% Epoch: 323 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.430 | Train Acc: 62.45% Val. Loss: 2.723 | Val. Acc: 47.00% Epoch: 324 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.409 | Train Acc: 62.45% Val. Loss: 2.705 | Val. Acc: 47.00% Epoch: 325 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.388 | Train Acc: 62.45% Val. Loss: 2.688 | Val. Acc: 47.00% Epoch: 326 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.367 | Train Acc: 62.45% Val. Loss: 2.670 | Val. Acc: 47.00% Epoch: 327 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.346 | Train Acc: 62.45% Val. Loss: 2.652 | Val. Acc: 47.00% Epoch: 328 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.325 | Train Acc: 62.45% Val. Loss: 2.634 | Val. Acc: 47.00% Epoch: 329 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.304 | Train Acc: 62.45% Val. Loss: 2.617 | Val. Acc: 47.00% Epoch: 330 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.283 | Train Acc: 62.45% Val. Loss: 2.599 | Val. Acc: 47.00% Epoch: 331 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.262 | Train Acc: 62.45% Val. Loss: 2.581 | Val. Acc: 47.00% Epoch: 332 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.241 | Train Acc: 62.45% Val. Loss: 2.564 | Val. Acc: 47.00% Epoch: 333 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.220 | Train Acc: 62.45% Val. Loss: 2.546 | Val. Acc: 47.00% Epoch: 334 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.200 | Train Acc: 62.45% Val. Loss: 2.529 | Val. Acc: 47.00% Epoch: 335 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.179 | Train Acc: 62.45% Val. Loss: 2.511 | Val. Acc: 47.00% Epoch: 336 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.158 | Train Acc: 62.45% Val. Loss: 2.494 | Val. Acc: 47.00% Epoch: 337 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.138 | Train Acc: 62.45% Val. Loss: 2.476 | Val. Acc: 47.00% Epoch: 338 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.117 | Train Acc: 62.45% Val. Loss: 2.459 | Val. Acc: 47.00% Epoch: 339 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.097 | Train Acc: 62.45% Val. Loss: 2.442 | Val. Acc: 47.00% Epoch: 340 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.077 | Train Acc: 62.45% Val. Loss: 2.425 | Val. Acc: 47.00% Epoch: 341 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.057 | Train Acc: 62.45% Val. Loss: 2.408 | Val. Acc: 47.00% Epoch: 342 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.038 | Train Acc: 62.45% Val. Loss: 2.392 | Val. Acc: 47.00% Epoch: 343 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.018 | Train Acc: 62.45% Val. Loss: 2.375 | Val. Acc: 47.00% Epoch: 344 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.999 | Train Acc: 62.45% Val. Loss: 2.359 | Val. Acc: 47.00% Epoch: 345 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.980 | Train Acc: 62.45% Val. Loss: 2.342 | Val. Acc: 47.00% Epoch: 346 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.961 | Train Acc: 62.45% Val. Loss: 2.326 | Val. Acc: 47.00% Epoch: 347 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.943 | Train Acc: 62.45% Val. Loss: 2.311 | Val. Acc: 47.00% Epoch: 348 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.924 | Train Acc: 62.45% Val. Loss: 2.295 | Val. Acc: 47.00% Epoch: 349 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.906 | Train Acc: 62.45% Val. Loss: 2.280 | Val. Acc: 47.00% Epoch: 350 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.888 | Train Acc: 62.45% Val. Loss: 2.264 | Val. Acc: 47.00% Epoch: 351 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.871 | Train Acc: 62.45% Val. Loss: 2.249 | Val. Acc: 47.00% Epoch: 352 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.854 | Train Acc: 62.45% Val. Loss: 2.234 | Val. Acc: 47.00% Epoch: 353 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.837 | Train Acc: 62.45% Val. Loss: 2.220 | Val. Acc: 47.00% Epoch: 354 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.820 | Train Acc: 62.45% Val. Loss: 2.205 | Val. Acc: 47.00% Epoch: 355 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.804 | Train Acc: 62.45% Val. Loss: 2.191 | Val. Acc: 47.00% Epoch: 356 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.788 | Train Acc: 62.45% Val. Loss: 2.177 | Val. Acc: 47.00% Epoch: 357 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.772 | Train Acc: 62.45% Val. Loss: 2.163 | Val. Acc: 47.00% Epoch: 358 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.756 | Train Acc: 62.45% Val. Loss: 2.150 | Val. Acc: 47.00% Epoch: 359 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.741 | Train Acc: 62.45% Val. Loss: 2.136 | Val. Acc: 47.00% Epoch: 360 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.726 | Train Acc: 62.45% Val. Loss: 2.123 | Val. Acc: 47.00% Epoch: 361 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.712 | Train Acc: 62.45% Val. Loss: 2.110 | Val. Acc: 47.00% Epoch: 362 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.697 | Train Acc: 62.45% Val. Loss: 2.098 | Val. Acc: 47.00% Epoch: 363 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.683 | Train Acc: 62.45% Val. Loss: 2.085 | Val. Acc: 47.00% Epoch: 364 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.670 | Train Acc: 62.45% Val. Loss: 2.073 | Val. Acc: 47.00% Epoch: 365 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.656 | Train Acc: 62.45% Val. Loss: 2.061 | Val. Acc: 47.00% Epoch: 366 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.643 | Train Acc: 62.45% Val. Loss: 2.049 | Val. Acc: 47.00% Epoch: 367 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.630 | Train Acc: 62.45% Val. Loss: 2.037 | Val. Acc: 47.00% Epoch: 368 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.617 | Train Acc: 62.45% Val. Loss: 2.026 | Val. Acc: 47.00% Epoch: 369 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.605 | Train Acc: 62.45% Val. Loss: 2.014 | Val. Acc: 47.00% Epoch: 370 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.593 | Train Acc: 62.45% Val. Loss: 2.003 | Val. Acc: 47.00% Epoch: 371 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.581 | Train Acc: 62.45% Val. Loss: 1.992 | Val. Acc: 47.00% Epoch: 372 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.569 | Train Acc: 62.45% Val. Loss: 1.981 | Val. Acc: 47.00% Epoch: 373 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.558 | Train Acc: 62.45% Val. Loss: 1.971 | Val. Acc: 47.00% Epoch: 374 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.547 | Train Acc: 62.45% Val. Loss: 1.960 | Val. Acc: 47.00% Epoch: 375 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.536 | Train Acc: 62.45% Val. Loss: 1.950 | Val. Acc: 47.00% Epoch: 376 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.525 | Train Acc: 62.45% Val. Loss: 1.940 | Val. Acc: 47.00% Epoch: 377 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.515 | Train Acc: 62.45% Val. Loss: 1.930 | Val. Acc: 47.00% Epoch: 378 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.504 | Train Acc: 62.45% Val. Loss: 1.920 | Val. Acc: 47.00% Epoch: 379 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.494 | Train Acc: 62.45% Val. Loss: 1.910 | Val. Acc: 47.00% Epoch: 380 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.484 | Train Acc: 62.45% Val. Loss: 1.901 | Val. Acc: 47.00% Epoch: 381 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.475 | Train Acc: 62.45% Val. Loss: 1.891 | Val. Acc: 47.00% Epoch: 382 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.465 | Train Acc: 62.45% Val. Loss: 1.882 | Val. Acc: 47.00% Epoch: 383 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.456 | Train Acc: 62.45% Val. Loss: 1.873 | Val. Acc: 47.00% Epoch: 384 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.446 | Train Acc: 62.45% Val. Loss: 1.864 | Val. Acc: 47.00% Epoch: 385 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.437 | Train Acc: 62.45% Val. Loss: 1.855 | Val. Acc: 47.00% Epoch: 386 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.429 | Train Acc: 62.45% Val. Loss: 1.846 | Val. Acc: 47.00% Epoch: 387 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.420 | Train Acc: 62.45% Val. Loss: 1.837 | Val. Acc: 47.00% Epoch: 388 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.411 | Train Acc: 62.45% Val. Loss: 1.829 | Val. Acc: 47.00% Epoch: 389 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.403 | Train Acc: 62.45% Val. Loss: 1.820 | Val. Acc: 47.00% Epoch: 390 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.395 | Train Acc: 62.45% Val. Loss: 1.812 | Val. Acc: 47.00% Epoch: 391 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.387 | Train Acc: 62.45% Val. Loss: 1.803 | Val. Acc: 47.00% Epoch: 392 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.379 | Train Acc: 62.45% Val. Loss: 1.795 | Val. Acc: 47.00% Epoch: 393 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.371 | Train Acc: 62.45% Val. Loss: 1.787 | Val. Acc: 47.00% Epoch: 394 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.363 | Train Acc: 62.45% Val. Loss: 1.779 | Val. Acc: 47.00% Epoch: 395 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.355 | Train Acc: 62.45% Val. Loss: 1.771 | Val. Acc: 47.00% Epoch: 396 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.348 | Train Acc: 62.45% Val. Loss: 1.763 | Val. Acc: 47.00% Epoch: 397 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.340 | Train Acc: 62.45% Val. Loss: 1.755 | Val. Acc: 47.00% Epoch: 398 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.333 | Train Acc: 62.45% Val. Loss: 1.747 | Val. Acc: 47.00% Epoch: 399 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.326 | Train Acc: 62.45% Val. Loss: 1.739 | Val. Acc: 47.00% Epoch: 400 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.319 | Train Acc: 62.45% Val. Loss: 1.732 | Val. Acc: 47.00% Epoch: 401 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.312 | Train Acc: 62.45% Val. Loss: 1.724 | Val. Acc: 47.00% Epoch: 402 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.305 | Train Acc: 62.45% Val. Loss: 1.716 | Val. Acc: 47.00% Epoch: 403 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.298 | Train Acc: 62.45% Val. Loss: 1.709 | Val. Acc: 47.00% Epoch: 404 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.291 | Train Acc: 62.45% Val. Loss: 1.702 | Val. Acc: 47.00% Epoch: 405 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.285 | Train Acc: 62.45% Val. Loss: 1.694 | Val. Acc: 47.00% Epoch: 406 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.278 | Train Acc: 62.45% Val. Loss: 1.687 | Val. Acc: 47.00% Epoch: 407 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.271 | Train Acc: 62.45% Val. Loss: 1.680 | Val. Acc: 47.00% Epoch: 408 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.265 | Train Acc: 62.45% Val. Loss: 1.672 | Val. Acc: 47.00% Epoch: 409 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.259 | Train Acc: 62.45% Val. Loss: 1.665 | Val. Acc: 47.00% Epoch: 410 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.252 | Train Acc: 62.45% Val. Loss: 1.658 | Val. Acc: 47.00% Epoch: 411 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.246 | Train Acc: 62.45% Val. Loss: 1.651 | Val. Acc: 47.00% Epoch: 412 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.240 | Train Acc: 62.45% Val. Loss: 1.644 | Val. Acc: 47.00% Epoch: 413 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.234 | Train Acc: 62.45% Val. Loss: 1.637 | Val. Acc: 47.00% Epoch: 414 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.228 | Train Acc: 62.45% Val. Loss: 1.630 | Val. Acc: 47.00% Epoch: 415 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.222 | Train Acc: 62.45% Val. Loss: 1.623 | Val. Acc: 47.00% Epoch: 416 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.216 | Train Acc: 62.45% Val. Loss: 1.616 | Val. Acc: 47.00% Epoch: 417 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.210 | Train Acc: 62.45% Val. Loss: 1.609 | Val. Acc: 47.00% Epoch: 418 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.204 | Train Acc: 62.45% Val. Loss: 1.602 | Val. Acc: 47.00% Epoch: 419 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.198 | Train Acc: 62.45% Val. Loss: 1.595 | Val. Acc: 47.00% Epoch: 420 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.193 | Train Acc: 62.45% Val. Loss: 1.589 | Val. Acc: 47.00% Epoch: 421 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.187 | Train Acc: 62.45% Val. Loss: 1.582 | Val. Acc: 47.00% Epoch: 422 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.181 | Train Acc: 62.45% Val. Loss: 1.575 | Val. Acc: 47.00% Epoch: 423 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.176 | Train Acc: 62.45% Val. Loss: 1.568 | Val. Acc: 47.00% Epoch: 424 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.170 | Train Acc: 62.45% Val. Loss: 1.562 | Val. Acc: 47.00% Epoch: 425 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.165 | Train Acc: 62.45% Val. Loss: 1.555 | Val. Acc: 47.00% Epoch: 426 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.159 | Train Acc: 62.45% Val. Loss: 1.549 | Val. Acc: 47.00% Epoch: 427 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.154 | Train Acc: 62.45% Val. Loss: 1.542 | Val. Acc: 47.00% Epoch: 428 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.149 | Train Acc: 62.45% Val. Loss: 1.536 | Val. Acc: 47.00% Epoch: 429 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.143 | Train Acc: 62.45% Val. Loss: 1.529 | Val. Acc: 47.00% Epoch: 430 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.138 | Train Acc: 62.45% Val. Loss: 1.523 | Val. Acc: 47.00% Epoch: 431 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.133 | Train Acc: 62.45% Val. Loss: 1.516 | Val. Acc: 47.00% Epoch: 432 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.128 | Train Acc: 62.45% Val. Loss: 1.510 | Val. Acc: 47.00% Epoch: 433 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.123 | Train Acc: 62.45% Val. Loss: 1.504 | Val. Acc: 47.00% Epoch: 434 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.117 | Train Acc: 62.45% Val. Loss: 1.497 | Val. Acc: 47.00% Epoch: 435 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.112 | Train Acc: 62.45% Val. Loss: 1.491 | Val. Acc: 47.00% Epoch: 436 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.107 | Train Acc: 62.45% Val. Loss: 1.485 | Val. Acc: 47.00% Epoch: 437 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.103 | Train Acc: 62.45% Val. Loss: 1.479 | Val. Acc: 47.00% Epoch: 438 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.098 | Train Acc: 62.45% Val. Loss: 1.472 | Val. Acc: 47.00% Epoch: 439 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.093 | Train Acc: 62.45% Val. Loss: 1.466 | Val. Acc: 47.00% Epoch: 440 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.088 | Train Acc: 62.45% Val. Loss: 1.460 | Val. Acc: 47.00% Epoch: 441 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.083 | Train Acc: 62.45% Val. Loss: 1.454 | Val. Acc: 47.00% Epoch: 442 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.078 | Train Acc: 62.45% Val. Loss: 1.448 | Val. Acc: 47.00% Epoch: 443 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.074 | Train Acc: 62.45% Val. Loss: 1.442 | Val. Acc: 47.00% Epoch: 444 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.069 | Train Acc: 62.45% Val. Loss: 1.436 | Val. Acc: 47.00% Epoch: 445 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.064 | Train Acc: 62.45% Val. Loss: 1.430 | Val. Acc: 47.00% Epoch: 446 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.060 | Train Acc: 62.45% Val. Loss: 1.424 | Val. Acc: 47.00% Epoch: 447 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.055 | Train Acc: 62.45% Val. Loss: 1.418 | Val. Acc: 47.00% Epoch: 448 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.051 | Train Acc: 62.45% Val. Loss: 1.412 | Val. Acc: 47.00% Epoch: 449 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.046 | Train Acc: 62.45% Val. Loss: 1.406 | Val. Acc: 47.00% Epoch: 450 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.042 | Train Acc: 62.45% Val. Loss: 1.401 | Val. Acc: 47.00% Epoch: 451 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.037 | Train Acc: 62.45% Val. Loss: 1.395 | Val. Acc: 47.00% Epoch: 452 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.033 | Train Acc: 62.45% Val. Loss: 1.389 | Val. Acc: 47.00% Epoch: 453 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.029 | Train Acc: 62.45% Val. Loss: 1.383 | Val. Acc: 47.00% Epoch: 454 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.024 | Train Acc: 62.45% Val. Loss: 1.378 | Val. Acc: 47.00% Epoch: 455 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.020 | Train Acc: 62.45% Val. Loss: 1.372 | Val. Acc: 47.00% Epoch: 456 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.016 | Train Acc: 62.45% Val. Loss: 1.366 | Val. Acc: 47.00% Epoch: 457 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.012 | Train Acc: 62.45% Val. Loss: 1.361 | Val. Acc: 47.00% Epoch: 458 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.008 | Train Acc: 62.45% Val. Loss: 1.355 | Val. Acc: 47.00% Epoch: 459 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.003 | Train Acc: 62.45% Val. Loss: 1.350 | Val. Acc: 47.00% Epoch: 460 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.999 | Train Acc: 62.45% Val. Loss: 1.345 | Val. Acc: 47.00% Epoch: 461 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.995 | Train Acc: 62.45% Val. Loss: 1.339 | Val. Acc: 47.00% Epoch: 462 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.991 | Train Acc: 62.45% Val. Loss: 1.334 | Val. Acc: 47.00% Epoch: 463 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.988 | Train Acc: 62.45% Val. Loss: 1.328 | Val. Acc: 47.00% Epoch: 464 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.984 | Train Acc: 62.45% Val. Loss: 1.323 | Val. Acc: 47.00% Epoch: 465 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.980 | Train Acc: 62.45% Val. Loss: 1.318 | Val. Acc: 47.00% Epoch: 466 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.976 | Train Acc: 62.45% Val. Loss: 1.313 | Val. Acc: 47.00% Epoch: 467 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.972 | Train Acc: 62.45% Val. Loss: 1.308 | Val. Acc: 47.00% Epoch: 468 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.968 | Train Acc: 62.45% Val. Loss: 1.302 | Val. Acc: 47.00% Epoch: 469 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.965 | Train Acc: 62.45% Val. Loss: 1.297 | Val. Acc: 47.00% Epoch: 470 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.961 | Train Acc: 62.45% Val. Loss: 1.292 | Val. Acc: 47.00% Epoch: 471 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.958 | Train Acc: 62.45% Val. Loss: 1.287 | Val. Acc: 47.00% Epoch: 472 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.954 | Train Acc: 62.45% Val. Loss: 1.282 | Val. Acc: 47.00% Epoch: 473 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.950 | Train Acc: 62.45% Val. Loss: 1.277 | Val. Acc: 47.00% Epoch: 474 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.947 | Train Acc: 62.45% Val. Loss: 1.273 | Val. Acc: 47.00% Epoch: 475 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.943 | Train Acc: 62.45% Val. Loss: 1.268 | Val. Acc: 47.00% Epoch: 476 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.940 | Train Acc: 62.45% Val. Loss: 1.263 | Val. Acc: 47.00% Epoch: 477 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.937 | Train Acc: 62.45% Val. Loss: 1.258 | Val. Acc: 47.00% Epoch: 478 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.933 | Train Acc: 62.45% Val. Loss: 1.254 | Val. Acc: 47.00% Epoch: 479 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.930 | Train Acc: 62.45% Val. Loss: 1.249 | Val. Acc: 47.00% Epoch: 480 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.927 | Train Acc: 62.45% Val. Loss: 1.244 | Val. Acc: 47.00% Epoch: 481 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.924 | Train Acc: 62.45% Val. Loss: 1.240 | Val. Acc: 47.00% Epoch: 482 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.920 | Train Acc: 62.45% Val. Loss: 1.235 | Val. Acc: 47.00% Epoch: 483 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.917 | Train Acc: 62.45% Val. Loss: 1.231 | Val. Acc: 47.00% Epoch: 484 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.914 | Train Acc: 62.45% Val. Loss: 1.226 | Val. Acc: 47.00% Epoch: 485 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.911 | Train Acc: 62.45% Val. Loss: 1.222 | Val. Acc: 47.00% Epoch: 486 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.908 | Train Acc: 62.45% Val. Loss: 1.218 | Val. Acc: 47.00% Epoch: 487 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.905 | Train Acc: 62.45% Val. Loss: 1.213 | Val. Acc: 47.00% Epoch: 488 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.902 | Train Acc: 62.45% Val. Loss: 1.209 | Val. Acc: 47.00% Epoch: 489 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.899 | Train Acc: 62.45% Val. Loss: 1.205 | Val. Acc: 47.00% Epoch: 490 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.896 | Train Acc: 62.45% Val. Loss: 1.201 | Val. Acc: 47.00% Epoch: 491 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.893 | Train Acc: 62.45% Val. Loss: 1.196 | Val. Acc: 47.00% Epoch: 492 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.891 | Train Acc: 62.45% Val. Loss: 1.192 | Val. Acc: 47.00% Epoch: 493 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.888 | Train Acc: 62.45% Val. Loss: 1.188 | Val. Acc: 47.00% Epoch: 494 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.885 | Train Acc: 62.45% Val. Loss: 1.184 | Val. Acc: 47.00% Epoch: 495 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.882 | Train Acc: 62.45% Val. Loss: 1.180 | Val. Acc: 47.00% Epoch: 496 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.880 | Train Acc: 62.45% Val. Loss: 1.176 | Val. Acc: 47.00% Epoch: 497 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.877 | Train Acc: 62.45% Val. Loss: 1.172 | Val. Acc: 47.00% Epoch: 498 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.875 | Train Acc: 62.45% Val. Loss: 1.169 | Val. Acc: 47.00% Epoch: 499 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.872 | Train Acc: 62.45% Val. Loss: 1.165 | Val. Acc: 47.00% Epoch: 500 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.869 | Train Acc: 62.45% Val. Loss: 1.161 | Val. Acc: 47.00% Epoch: 501 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.867 | Train Acc: 62.45% Val. Loss: 1.157 | Val. Acc: 47.00% Epoch: 502 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.864 | Train Acc: 62.45% Val. Loss: 1.154 | Val. Acc: 47.00% Epoch: 503 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.862 | Train Acc: 62.45% Val. Loss: 1.150 | Val. Acc: 47.00% Epoch: 504 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.860 | Train Acc: 62.45% Val. Loss: 1.146 | Val. Acc: 47.00% Epoch: 505 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.857 | Train Acc: 62.45% Val. Loss: 1.143 | Val. Acc: 47.00% Epoch: 506 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.855 | Train Acc: 62.45% Val. Loss: 1.139 | Val. Acc: 47.00% Epoch: 507 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.853 | Train Acc: 62.45% Val. Loss: 1.136 | Val. Acc: 47.00% Epoch: 508 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.850 | Train Acc: 62.45% Val. Loss: 1.132 | Val. Acc: 47.00% Epoch: 509 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.848 | Train Acc: 62.45% Val. Loss: 1.129 | Val. Acc: 47.00% Epoch: 510 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.846 | Train Acc: 62.45% Val. Loss: 1.126 | Val. Acc: 47.00% Epoch: 511 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.844 | Train Acc: 62.45% Val. Loss: 1.122 | Val. Acc: 47.00% Epoch: 512 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.841 | Train Acc: 62.45% Val. Loss: 1.119 | Val. Acc: 47.00% Epoch: 513 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.839 | Train Acc: 62.45% Val. Loss: 1.116 | Val. Acc: 47.00% Epoch: 514 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.837 | Train Acc: 62.45% Val. Loss: 1.113 | Val. Acc: 47.00% Epoch: 515 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.835 | Train Acc: 62.45% Val. Loss: 1.109 | Val. Acc: 47.00% Epoch: 516 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.833 | Train Acc: 62.45% Val. Loss: 1.106 | Val. Acc: 47.00% Epoch: 517 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.831 | Train Acc: 62.45% Val. Loss: 1.103 | Val. Acc: 47.00% Epoch: 518 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.829 | Train Acc: 62.45% Val. Loss: 1.100 | Val. Acc: 47.00% Epoch: 519 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.827 | Train Acc: 62.45% Val. Loss: 1.097 | Val. Acc: 47.00% Epoch: 520 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.825 | Train Acc: 62.45% Val. Loss: 1.094 | Val. Acc: 47.00% Epoch: 521 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.823 | Train Acc: 62.45% Val. Loss: 1.091 | Val. Acc: 47.00% Epoch: 522 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.821 | Train Acc: 62.45% Val. Loss: 1.088 | Val. Acc: 47.00% Epoch: 523 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.819 | Train Acc: 62.45% Val. Loss: 1.085 | Val. Acc: 47.00% Epoch: 524 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.818 | Train Acc: 62.45% Val. Loss: 1.082 | Val. Acc: 47.00% Epoch: 525 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.816 | Train Acc: 62.45% Val. Loss: 1.079 | Val. Acc: 47.00% Epoch: 526 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.814 | Train Acc: 62.45% Val. Loss: 1.077 | Val. Acc: 47.00% Epoch: 527 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.812 | Train Acc: 62.45% Val. Loss: 1.074 | Val. Acc: 47.00% Epoch: 528 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.810 | Train Acc: 62.45% Val. Loss: 1.071 | Val. Acc: 47.00% Epoch: 529 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.809 | Train Acc: 62.45% Val. Loss: 1.068 | Val. Acc: 47.00% Epoch: 530 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.807 | Train Acc: 62.45% Val. Loss: 1.066 | Val. Acc: 47.00% Epoch: 531 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.805 | Train Acc: 62.45% Val. Loss: 1.063 | Val. Acc: 47.00% Epoch: 532 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.803 | Train Acc: 62.45% Val. Loss: 1.060 | Val. Acc: 47.00% Epoch: 533 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.802 | Train Acc: 62.45% Val. Loss: 1.058 | Val. Acc: 47.00% Epoch: 534 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.800 | Train Acc: 62.45% Val. Loss: 1.055 | Val. Acc: 47.00% Epoch: 535 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.799 | Train Acc: 62.45% Val. Loss: 1.053 | Val. Acc: 47.00% Epoch: 536 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.797 | Train Acc: 62.45% Val. Loss: 1.050 | Val. Acc: 47.00% Epoch: 537 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.795 | Train Acc: 62.45% Val. Loss: 1.048 | Val. Acc: 47.00% Epoch: 538 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.794 | Train Acc: 62.45% Val. Loss: 1.045 | Val. Acc: 47.00% Epoch: 539 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.792 | Train Acc: 62.45% Val. Loss: 1.043 | Val. Acc: 47.00% Epoch: 540 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.791 | Train Acc: 62.45% Val. Loss: 1.040 | Val. Acc: 47.00% Epoch: 541 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.789 | Train Acc: 62.45% Val. Loss: 1.038 | Val. Acc: 47.00% Epoch: 542 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.788 | Train Acc: 62.45% Val. Loss: 1.036 | Val. Acc: 47.00% Epoch: 543 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.786 | Train Acc: 62.45% Val. Loss: 1.033 | Val. Acc: 47.00% Epoch: 544 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.785 | Train Acc: 62.45% Val. Loss: 1.031 | Val. Acc: 47.00% Epoch: 545 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.783 | Train Acc: 62.45% Val. Loss: 1.029 | Val. Acc: 47.00% Epoch: 546 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.782 | Train Acc: 62.45% Val. Loss: 1.027 | Val. Acc: 47.00% Epoch: 547 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.781 | Train Acc: 62.45% Val. Loss: 1.024 | Val. Acc: 47.00% Epoch: 548 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.779 | Train Acc: 62.45% Val. Loss: 1.022 | Val. Acc: 47.00% Epoch: 549 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.778 | Train Acc: 62.45% Val. Loss: 1.020 | Val. Acc: 47.00% Epoch: 550 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.776 | Train Acc: 62.45% Val. Loss: 1.018 | Val. Acc: 47.00% Epoch: 551 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.775 | Train Acc: 62.45% Val. Loss: 1.016 | Val. Acc: 47.00% Epoch: 552 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.774 | Train Acc: 62.45% Val. Loss: 1.014 | Val. Acc: 47.00% Epoch: 553 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.772 | Train Acc: 62.45% Val. Loss: 1.011 | Val. Acc: 47.00% Epoch: 554 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.771 | Train Acc: 62.45% Val. Loss: 1.009 | Val. Acc: 47.00% Epoch: 555 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.770 | Train Acc: 62.45% Val. Loss: 1.007 | Val. Acc: 47.00% Epoch: 556 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.768 | Train Acc: 62.45% Val. Loss: 1.005 | Val. Acc: 47.00% Epoch: 557 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.767 | Train Acc: 62.45% Val. Loss: 1.003 | Val. Acc: 47.00% Epoch: 558 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.766 | Train Acc: 62.45% Val. Loss: 1.001 | Val. Acc: 47.00% Epoch: 559 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.765 | Train Acc: 62.45% Val. Loss: 0.999 | Val. Acc: 47.00% Epoch: 560 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.763 | Train Acc: 62.45% Val. Loss: 0.997 | Val. Acc: 47.00% Epoch: 561 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.762 | Train Acc: 62.45% Val. Loss: 0.995 | Val. Acc: 47.00% Epoch: 562 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.761 | Train Acc: 62.45% Val. Loss: 0.993 | Val. Acc: 47.00% Epoch: 563 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.760 | Train Acc: 62.45% Val. Loss: 0.992 | Val. Acc: 47.00% Epoch: 564 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.759 | Train Acc: 62.45% Val. Loss: 0.990 | Val. Acc: 47.00% Epoch: 565 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.758 | Train Acc: 62.45% Val. Loss: 0.988 | Val. Acc: 47.00% Epoch: 566 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.756 | Train Acc: 62.45% Val. Loss: 0.986 | Val. Acc: 47.00% Epoch: 567 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.755 | Train Acc: 62.45% Val. Loss: 0.984 | Val. Acc: 47.00% Epoch: 568 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.754 | Train Acc: 62.45% Val. Loss: 0.982 | Val. Acc: 47.00% Epoch: 569 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.753 | Train Acc: 62.45% Val. Loss: 0.981 | Val. Acc: 47.00% Epoch: 570 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.752 | Train Acc: 62.45% Val. Loss: 0.979 | Val. Acc: 47.00% Epoch: 571 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.751 | Train Acc: 62.45% Val. Loss: 0.977 | Val. Acc: 47.00% Epoch: 572 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.750 | Train Acc: 62.45% Val. Loss: 0.975 | Val. Acc: 47.00% Epoch: 573 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.749 | Train Acc: 62.45% Val. Loss: 0.974 | Val. Acc: 47.00% Epoch: 574 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.748 | Train Acc: 62.45% Val. Loss: 0.972 | Val. Acc: 47.00% Epoch: 575 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.747 | Train Acc: 62.45% Val. Loss: 0.970 | Val. Acc: 47.00% Epoch: 576 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.745 | Train Acc: 62.45% Val. Loss: 0.968 | Val. Acc: 47.00% Epoch: 577 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.744 | Train Acc: 62.45% Val. Loss: 0.967 | Val. Acc: 47.00% Epoch: 578 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.743 | Train Acc: 62.45% Val. Loss: 0.965 | Val. Acc: 47.00% Epoch: 579 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.742 | Train Acc: 62.45% Val. Loss: 0.964 | Val. Acc: 47.00% Epoch: 580 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.741 | Train Acc: 62.45% Val. Loss: 0.962 | Val. Acc: 47.00% Epoch: 581 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.740 | Train Acc: 62.45% Val. Loss: 0.960 | Val. Acc: 47.00% Epoch: 582 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.739 | Train Acc: 62.45% Val. Loss: 0.959 | Val. Acc: 47.00% Epoch: 583 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.738 | Train Acc: 62.45% Val. Loss: 0.957 | Val. Acc: 47.00% Epoch: 584 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.737 | Train Acc: 62.45% Val. Loss: 0.956 | Val. Acc: 47.00% Epoch: 585 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.736 | Train Acc: 62.45% Val. Loss: 0.954 | Val. Acc: 47.00% Epoch: 586 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.736 | Train Acc: 62.45% Val. Loss: 0.952 | Val. Acc: 47.00% Epoch: 587 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.735 | Train Acc: 62.45% Val. Loss: 0.951 | Val. Acc: 47.00% Epoch: 588 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.734 | Train Acc: 62.45% Val. Loss: 0.949 | Val. Acc: 47.00% Epoch: 589 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.733 | Train Acc: 62.45% Val. Loss: 0.948 | Val. Acc: 47.00% Epoch: 590 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.732 | Train Acc: 62.45% Val. Loss: 0.946 | Val. Acc: 47.00% Epoch: 591 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.731 | Train Acc: 62.45% Val. Loss: 0.945 | Val. Acc: 47.00% Epoch: 592 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.730 | Train Acc: 62.45% Val. Loss: 0.943 | Val. Acc: 47.00% Epoch: 593 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.729 | Train Acc: 62.45% Val. Loss: 0.942 | Val. Acc: 47.00% Epoch: 594 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.728 | Train Acc: 62.45% Val. Loss: 0.941 | Val. Acc: 47.00% Epoch: 595 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.727 | Train Acc: 62.45% Val. Loss: 0.939 | Val. Acc: 47.00% Epoch: 596 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.726 | Train Acc: 62.45% Val. Loss: 0.938 | Val. Acc: 47.00% Epoch: 597 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.726 | Train Acc: 62.45% Val. Loss: 0.936 | Val. Acc: 47.00% Epoch: 598 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.725 | Train Acc: 62.45% Val. Loss: 0.935 | Val. Acc: 47.00% Epoch: 599 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.724 | Train Acc: 62.45% Val. Loss: 0.933 | Val. Acc: 47.00% Epoch: 600 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.723 | Train Acc: 62.45% Val. Loss: 0.932 | Val. Acc: 47.00% Epoch: 601 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.722 | Train Acc: 62.45% Val. Loss: 0.931 | Val. Acc: 47.00% Epoch: 602 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.721 | Train Acc: 62.45% Val. Loss: 0.929 | Val. Acc: 47.00% Epoch: 603 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.721 | Train Acc: 62.45% Val. Loss: 0.928 | Val. Acc: 47.00% Epoch: 604 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.720 | Train Acc: 62.45% Val. Loss: 0.927 | Val. Acc: 47.00% Epoch: 605 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.719 | Train Acc: 62.45% Val. Loss: 0.925 | Val. Acc: 47.00% Epoch: 606 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.718 | Train Acc: 62.45% Val. Loss: 0.924 | Val. Acc: 47.00% Epoch: 607 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.717 | Train Acc: 62.45% Val. Loss: 0.923 | Val. Acc: 47.00% Epoch: 608 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.717 | Train Acc: 62.45% Val. Loss: 0.921 | Val. Acc: 47.00% Epoch: 609 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.716 | Train Acc: 62.45% Val. Loss: 0.920 | Val. Acc: 47.00% Epoch: 610 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.715 | Train Acc: 62.45% Val. Loss: 0.919 | Val. Acc: 47.00% Epoch: 611 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.714 | Train Acc: 62.45% Val. Loss: 0.918 | Val. Acc: 47.00% Epoch: 612 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.713 | Train Acc: 62.45% Val. Loss: 0.916 | Val. Acc: 47.00% Epoch: 613 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.713 | Train Acc: 62.45% Val. Loss: 0.915 | Val. Acc: 47.00% Epoch: 614 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.712 | Train Acc: 62.45% Val. Loss: 0.914 | Val. Acc: 47.00% Epoch: 615 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.711 | Train Acc: 62.45% Val. Loss: 0.913 | Val. Acc: 47.00% Epoch: 616 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.710 | Train Acc: 62.45% Val. Loss: 0.911 | Val. Acc: 47.00% Epoch: 617 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.710 | Train Acc: 62.45% Val. Loss: 0.910 | Val. Acc: 47.00% Epoch: 618 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.709 | Train Acc: 62.45% Val. Loss: 0.909 | Val. Acc: 47.00% Epoch: 619 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.708 | Train Acc: 62.45% Val. Loss: 0.908 | Val. Acc: 47.00% Epoch: 620 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.707 | Train Acc: 62.45% Val. Loss: 0.907 | Val. Acc: 47.00% Epoch: 621 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.707 | Train Acc: 62.45% Val. Loss: 0.905 | Val. Acc: 47.00% Epoch: 622 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.706 | Train Acc: 62.45% Val. Loss: 0.904 | Val. Acc: 47.00% Epoch: 623 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.705 | Train Acc: 62.45% Val. Loss: 0.903 | Val. Acc: 47.00% Epoch: 624 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.705 | Train Acc: 62.45% Val. Loss: 0.902 | Val. Acc: 47.00% Epoch: 625 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.704 | Train Acc: 62.45% Val. Loss: 0.901 | Val. Acc: 47.00% Epoch: 626 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.703 | Train Acc: 62.45% Val. Loss: 0.900 | Val. Acc: 47.00% Epoch: 627 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.703 | Train Acc: 62.45% Val. Loss: 0.899 | Val. Acc: 47.00% Epoch: 628 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.702 | Train Acc: 62.45% Val. Loss: 0.897 | Val. Acc: 47.00% Epoch: 629 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.701 | Train Acc: 62.45% Val. Loss: 0.896 | Val. Acc: 47.00% Epoch: 630 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.701 | Train Acc: 62.45% Val. Loss: 0.895 | Val. Acc: 47.00% Epoch: 631 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.700 | Train Acc: 62.45% Val. Loss: 0.894 | Val. Acc: 47.00% Epoch: 632 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.699 | Train Acc: 62.45% Val. Loss: 0.893 | Val. Acc: 47.00% Epoch: 633 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.699 | Train Acc: 62.45% Val. Loss: 0.892 | Val. Acc: 47.00% Epoch: 634 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.698 | Train Acc: 62.45% Val. Loss: 0.891 | Val. Acc: 47.00% Epoch: 635 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.697 | Train Acc: 62.45% Val. Loss: 0.890 | Val. Acc: 47.00% Epoch: 636 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.697 | Train Acc: 62.45% Val. Loss: 0.889 | Val. Acc: 47.00% Epoch: 637 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.696 | Train Acc: 62.45% Val. Loss: 0.888 | Val. Acc: 47.00% Epoch: 638 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.695 | Train Acc: 62.45% Val. Loss: 0.887 | Val. Acc: 47.00% Epoch: 639 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.695 | Train Acc: 62.45% Val. Loss: 0.886 | Val. Acc: 47.00% Epoch: 640 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.694 | Train Acc: 62.45% Val. Loss: 0.885 | Val. Acc: 47.00% Epoch: 641 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.694 | Train Acc: 62.45% Val. Loss: 0.884 | Val. Acc: 47.00% Epoch: 642 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.693 | Train Acc: 62.45% Val. Loss: 0.882 | Val. Acc: 47.00% Epoch: 643 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.692 | Train Acc: 62.45% Val. Loss: 0.881 | Val. Acc: 47.00% Epoch: 644 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.692 | Train Acc: 62.45% Val. Loss: 0.880 | Val. Acc: 47.00% Epoch: 645 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.691 | Train Acc: 62.45% Val. Loss: 0.879 | Val. Acc: 47.00% Epoch: 646 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.691 | Train Acc: 62.45% Val. Loss: 0.878 | Val. Acc: 47.00% Epoch: 647 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.690 | Train Acc: 62.45% Val. Loss: 0.877 | Val. Acc: 47.00% Epoch: 648 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.689 | Train Acc: 62.45% Val. Loss: 0.876 | Val. Acc: 47.00% Epoch: 649 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.689 | Train Acc: 62.45% Val. Loss: 0.875 | Val. Acc: 47.00% Epoch: 650 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.688 | Train Acc: 62.45% Val. Loss: 0.874 | Val. Acc: 47.00% Epoch: 651 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.688 | Train Acc: 62.45% Val. Loss: 0.874 | Val. Acc: 47.00% Epoch: 652 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.687 | Train Acc: 62.45% Val. Loss: 0.873 | Val. Acc: 47.00% Epoch: 653 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.686 | Train Acc: 62.45% Val. Loss: 0.872 | Val. Acc: 47.00% Epoch: 654 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.686 | Train Acc: 62.45% Val. Loss: 0.871 | Val. Acc: 47.00% Epoch: 655 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.685 | Train Acc: 62.45% Val. Loss: 0.870 | Val. Acc: 47.00% Epoch: 656 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.685 | Train Acc: 62.45% Val. Loss: 0.869 | Val. Acc: 47.00% Epoch: 657 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.684 | Train Acc: 62.45% Val. Loss: 0.868 | Val. Acc: 47.00% Epoch: 658 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.684 | Train Acc: 62.45% Val. Loss: 0.867 | Val. Acc: 47.00% Epoch: 659 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.683 | Train Acc: 62.45% Val. Loss: 0.866 | Val. Acc: 47.00% Epoch: 660 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.683 | Train Acc: 62.45% Val. Loss: 0.865 | Val. Acc: 47.00% Epoch: 661 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.682 | Train Acc: 62.45% Val. Loss: 0.864 | Val. Acc: 47.00% Epoch: 662 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.681 | Train Acc: 62.45% Val. Loss: 0.863 | Val. Acc: 47.00% Epoch: 663 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.681 | Train Acc: 62.45% Val. Loss: 0.862 | Val. Acc: 47.00% Epoch: 664 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.680 | Train Acc: 62.45% Val. Loss: 0.861 | Val. Acc: 47.00% Epoch: 665 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.680 | Train Acc: 62.45% Val. Loss: 0.860 | Val. Acc: 47.00% Epoch: 666 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.679 | Train Acc: 62.45% Val. Loss: 0.860 | Val. Acc: 47.00% Epoch: 667 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.679 | Train Acc: 62.45% Val. Loss: 0.859 | Val. Acc: 47.00% Epoch: 668 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.678 | Train Acc: 62.45% Val. Loss: 0.858 | Val. Acc: 47.00% Epoch: 669 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.678 | Train Acc: 62.45% Val. Loss: 0.857 | Val. Acc: 47.00% Epoch: 670 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.677 | Train Acc: 62.45% Val. Loss: 0.856 | Val. Acc: 47.00% Epoch: 671 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.677 | Train Acc: 62.45% Val. Loss: 0.855 | Val. Acc: 47.00% Epoch: 672 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.676 | Train Acc: 62.45% Val. Loss: 0.854 | Val. Acc: 47.00% Epoch: 673 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.676 | Train Acc: 62.45% Val. Loss: 0.854 | Val. Acc: 47.00% Epoch: 674 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.675 | Train Acc: 62.45% Val. Loss: 0.853 | Val. Acc: 47.00% Epoch: 675 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.675 | Train Acc: 62.45% Val. Loss: 0.852 | Val. Acc: 47.00% Epoch: 676 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.674 | Train Acc: 62.45% Val. Loss: 0.851 | Val. Acc: 47.00% Epoch: 677 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.674 | Train Acc: 62.45% Val. Loss: 0.850 | Val. Acc: 47.00% Epoch: 678 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.673 | Train Acc: 62.45% Val. Loss: 0.849 | Val. Acc: 47.00% Epoch: 679 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.673 | Train Acc: 62.45% Val. Loss: 0.848 | Val. Acc: 47.00% Epoch: 680 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.672 | Train Acc: 62.45% Val. Loss: 0.848 | Val. Acc: 47.00% Epoch: 681 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.672 | Train Acc: 62.45% Val. Loss: 0.847 | Val. Acc: 47.00% Epoch: 682 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.671 | Train Acc: 62.45% Val. Loss: 0.846 | Val. Acc: 47.00% Epoch: 683 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.671 | Train Acc: 62.45% Val. Loss: 0.845 | Val. Acc: 47.00% Epoch: 684 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.670 | Train Acc: 62.45% Val. Loss: 0.844 | Val. Acc: 47.00% Epoch: 685 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.670 | Train Acc: 62.45% Val. Loss: 0.844 | Val. Acc: 47.00% Epoch: 686 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.669 | Train Acc: 62.45% Val. Loss: 0.843 | Val. Acc: 47.00% Epoch: 687 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.669 | Train Acc: 62.45% Val. Loss: 0.842 | Val. Acc: 47.00% Epoch: 688 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.669 | Train Acc: 62.45% Val. Loss: 0.841 | Val. Acc: 47.00% Epoch: 689 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.668 | Train Acc: 62.45% Val. Loss: 0.840 | Val. Acc: 47.00% Epoch: 690 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.668 | Train Acc: 62.45% Val. Loss: 0.840 | Val. Acc: 47.00% Epoch: 691 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.667 | Train Acc: 62.45% Val. Loss: 0.839 | Val. Acc: 47.00% Epoch: 692 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.667 | Train Acc: 62.45% Val. Loss: 0.838 | Val. Acc: 47.00% Epoch: 693 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.666 | Train Acc: 62.45% Val. Loss: 0.837 | Val. Acc: 47.00% Epoch: 694 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.666 | Train Acc: 62.45% Val. Loss: 0.837 | Val. Acc: 47.00% Epoch: 695 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.665 | Train Acc: 62.45% Val. Loss: 0.836 | Val. Acc: 47.00% Epoch: 696 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.665 | Train Acc: 62.45% Val. Loss: 0.835 | Val. Acc: 47.00% Epoch: 697 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.665 | Train Acc: 62.45% Val. Loss: 0.834 | Val. Acc: 47.00% Epoch: 698 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.664 | Train Acc: 62.45% Val. Loss: 0.834 | Val. Acc: 47.00% Epoch: 699 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.664 | Train Acc: 62.45% Val. Loss: 0.833 | Val. Acc: 47.00% Epoch: 700 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.663 | Train Acc: 62.45% Val. Loss: 0.832 | Val. Acc: 47.00% Epoch: 701 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.663 | Train Acc: 62.45% Val. Loss: 0.831 | Val. Acc: 47.00% Epoch: 702 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.662 | Train Acc: 62.45% Val. Loss: 0.831 | Val. Acc: 47.00% Epoch: 703 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.662 | Train Acc: 62.45% Val. Loss: 0.830 | Val. Acc: 47.00% Epoch: 704 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.662 | Train Acc: 62.45% Val. Loss: 0.829 | Val. Acc: 47.00% Epoch: 705 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.661 | Train Acc: 62.45% Val. Loss: 0.828 | Val. Acc: 47.00% Epoch: 706 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.661 | Train Acc: 62.45% Val. Loss: 0.828 | Val. Acc: 47.00% Epoch: 707 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.660 | Train Acc: 62.45% Val. Loss: 0.827 | Val. Acc: 47.00% Epoch: 708 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.660 | Train Acc: 62.45% Val. Loss: 0.826 | Val. Acc: 47.00% Epoch: 709 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.659 | Train Acc: 62.45% Val. Loss: 0.826 | Val. Acc: 47.00% Epoch: 710 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.659 | Train Acc: 62.45% Val. Loss: 0.825 | Val. Acc: 47.00% Epoch: 711 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.659 | Train Acc: 62.45% Val. Loss: 0.824 | Val. Acc: 47.00% Epoch: 712 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.658 | Train Acc: 62.45% Val. Loss: 0.823 | Val. Acc: 47.00% Epoch: 713 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.658 | Train Acc: 62.45% Val. Loss: 0.823 | Val. Acc: 47.00% Epoch: 714 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.657 | Train Acc: 62.45% Val. Loss: 0.822 | Val. Acc: 47.00% Epoch: 715 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.657 | Train Acc: 62.45% Val. Loss: 0.821 | Val. Acc: 47.00% Epoch: 716 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.657 | Train Acc: 62.45% Val. Loss: 0.821 | Val. Acc: 47.00% Epoch: 717 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.656 | Train Acc: 62.45% Val. Loss: 0.820 | Val. Acc: 47.00% Epoch: 718 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.656 | Train Acc: 62.45% Val. Loss: 0.819 | Val. Acc: 47.00% Epoch: 719 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.655 | Train Acc: 62.45% Val. Loss: 0.819 | Val. Acc: 47.00% Epoch: 720 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.655 | Train Acc: 62.45% Val. Loss: 0.818 | Val. Acc: 47.00% Epoch: 721 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.655 | Train Acc: 62.45% Val. Loss: 0.817 | Val. Acc: 47.00% Epoch: 722 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.654 | Train Acc: 62.45% Val. Loss: 0.817 | Val. Acc: 47.00% Epoch: 723 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.654 | Train Acc: 62.45% Val. Loss: 0.816 | Val. Acc: 47.00% Epoch: 724 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.654 | Train Acc: 62.45% Val. Loss: 0.815 | Val. Acc: 47.00% Epoch: 725 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.653 | Train Acc: 62.45% Val. Loss: 0.815 | Val. Acc: 47.00% Epoch: 726 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.653 | Train Acc: 62.45% Val. Loss: 0.814 | Val. Acc: 47.00% Epoch: 727 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.652 | Train Acc: 62.45% Val. Loss: 0.813 | Val. Acc: 47.00% Epoch: 728 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.652 | Train Acc: 62.45% Val. Loss: 0.813 | Val. Acc: 47.00% Epoch: 729 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.652 | Train Acc: 62.45% Val. Loss: 0.812 | Val. Acc: 47.00% Epoch: 730 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.651 | Train Acc: 62.45% Val. Loss: 0.811 | Val. Acc: 47.00% Epoch: 731 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.651 | Train Acc: 62.45% Val. Loss: 0.811 | Val. Acc: 47.00% Epoch: 732 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.651 | Train Acc: 62.45% Val. Loss: 0.810 | Val. Acc: 47.00% Epoch: 733 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.650 | Train Acc: 62.45% Val. Loss: 0.809 | Val. Acc: 47.00% Epoch: 734 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.650 | Train Acc: 62.45% Val. Loss: 0.809 | Val. Acc: 47.00% Epoch: 735 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.649 | Train Acc: 62.45% Val. Loss: 0.808 | Val. Acc: 47.00% Epoch: 736 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.649 | Train Acc: 62.45% Val. Loss: 0.808 | Val. Acc: 47.00% Epoch: 737 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.649 | Train Acc: 62.45% Val. Loss: 0.807 | Val. Acc: 47.00% Epoch: 738 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.648 | Train Acc: 62.45% Val. Loss: 0.806 | Val. Acc: 47.00% Epoch: 739 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.648 | Train Acc: 62.45% Val. Loss: 0.806 | Val. Acc: 47.00% Epoch: 740 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.648 | Train Acc: 62.45% Val. Loss: 0.805 | Val. Acc: 47.00% Epoch: 741 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.647 | Train Acc: 62.45% Val. Loss: 0.804 | Val. Acc: 47.00% Epoch: 742 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.647 | Train Acc: 62.45% Val. Loss: 0.804 | Val. Acc: 47.00% Epoch: 743 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.647 | Train Acc: 62.45% Val. Loss: 0.803 | Val. Acc: 47.00% Epoch: 744 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.646 | Train Acc: 62.45% Val. Loss: 0.803 | Val. Acc: 47.00% Epoch: 745 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.646 | Train Acc: 62.45% Val. Loss: 0.802 | Val. Acc: 47.00% Epoch: 746 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.646 | Train Acc: 62.45% Val. Loss: 0.801 | Val. Acc: 47.00% Epoch: 747 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.645 | Train Acc: 62.45% Val. Loss: 0.801 | Val. Acc: 47.00% Epoch: 748 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.645 | Train Acc: 62.45% Val. Loss: 0.800 | Val. Acc: 47.00% Epoch: 749 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.645 | Train Acc: 62.45% Val. Loss: 0.800 | Val. Acc: 47.00% Epoch: 750 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.644 | Train Acc: 62.45% Val. Loss: 0.799 | Val. Acc: 47.00% Epoch: 751 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.644 | Train Acc: 62.45% Val. Loss: 0.798 | Val. Acc: 47.00% Epoch: 752 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.644 | Train Acc: 62.45% Val. Loss: 0.798 | Val. Acc: 47.00% Epoch: 753 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.643 | Train Acc: 62.45% Val. Loss: 0.797 | Val. Acc: 47.00% Epoch: 754 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.643 | Train Acc: 62.45% Val. Loss: 0.797 | Val. Acc: 47.00% Epoch: 755 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.643 | Train Acc: 62.45% Val. Loss: 0.796 | Val. Acc: 47.00% Epoch: 756 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.642 | Train Acc: 62.45% Val. Loss: 0.795 | Val. Acc: 47.00% Epoch: 757 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.642 | Train Acc: 62.45% Val. Loss: 0.795 | Val. Acc: 47.00% Epoch: 758 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.642 | Train Acc: 62.45% Val. Loss: 0.794 | Val. Acc: 47.00% Epoch: 759 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.641 | Train Acc: 62.45% Val. Loss: 0.794 | Val. Acc: 47.00% Epoch: 760 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.641 | Train Acc: 62.45% Val. Loss: 0.793 | Val. Acc: 47.00% Epoch: 761 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.641 | Train Acc: 62.45% Val. Loss: 0.793 | Val. Acc: 47.00% Epoch: 762 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.640 | Train Acc: 62.45% Val. Loss: 0.792 | Val. Acc: 47.00% Epoch: 763 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.640 | Train Acc: 62.45% Val. Loss: 0.792 | Val. Acc: 47.00% Epoch: 764 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.640 | Train Acc: 62.45% Val. Loss: 0.791 | Val. Acc: 47.00% Epoch: 765 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.639 | Train Acc: 62.45% Val. Loss: 0.790 | Val. Acc: 47.00% Epoch: 766 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.639 | Train Acc: 62.45% Val. Loss: 0.790 | Val. Acc: 47.00% Epoch: 767 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.639 | Train Acc: 62.45% Val. Loss: 0.789 | Val. Acc: 47.00% Epoch: 768 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.638 | Train Acc: 62.45% Val. Loss: 0.789 | Val. Acc: 47.00% Epoch: 769 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.638 | Train Acc: 62.45% Val. Loss: 0.788 | Val. Acc: 47.00% Epoch: 770 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.638 | Train Acc: 62.45% Val. Loss: 0.788 | Val. Acc: 47.00% Epoch: 771 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.637 | Train Acc: 62.45% Val. Loss: 0.787 | Val. Acc: 47.00% Epoch: 772 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.637 | Train Acc: 62.45% Val. Loss: 0.787 | Val. Acc: 47.00% Epoch: 773 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.637 | Train Acc: 62.45% Val. Loss: 0.786 | Val. Acc: 47.00% Epoch: 774 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.637 | Train Acc: 62.45% Val. Loss: 0.785 | Val. Acc: 47.00% Epoch: 775 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.636 | Train Acc: 62.45% Val. Loss: 0.785 | Val. Acc: 47.00% Epoch: 776 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.636 | Train Acc: 62.45% Val. Loss: 0.784 | Val. Acc: 47.00% Epoch: 777 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.636 | Train Acc: 62.45% Val. Loss: 0.784 | Val. Acc: 47.00% Epoch: 778 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.635 | Train Acc: 62.45% Val. Loss: 0.783 | Val. Acc: 47.00% Epoch: 779 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.635 | Train Acc: 62.45% Val. Loss: 0.783 | Val. Acc: 47.00% Epoch: 780 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.635 | Train Acc: 62.45% Val. Loss: 0.782 | Val. Acc: 47.00% Epoch: 781 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.634 | Train Acc: 62.45% Val. Loss: 0.782 | Val. Acc: 47.00% Epoch: 782 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.634 | Train Acc: 62.45% Val. Loss: 0.781 | Val. Acc: 47.00% Epoch: 783 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.634 | Train Acc: 62.45% Val. Loss: 0.781 | Val. Acc: 47.00% Epoch: 784 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.634 | Train Acc: 62.45% Val. Loss: 0.780 | Val. Acc: 47.00% Epoch: 785 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.633 | Train Acc: 62.45% Val. Loss: 0.780 | Val. Acc: 47.00% Epoch: 786 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.633 | Train Acc: 62.45% Val. Loss: 0.779 | Val. Acc: 47.00% Epoch: 787 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.633 | Train Acc: 62.45% Val. Loss: 0.779 | Val. Acc: 47.00% Epoch: 788 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.632 | Train Acc: 62.45% Val. Loss: 0.778 | Val. Acc: 47.00% Epoch: 789 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.632 | Train Acc: 62.45% Val. Loss: 0.778 | Val. Acc: 47.00% Epoch: 790 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.632 | Train Acc: 62.45% Val. Loss: 0.777 | Val. Acc: 47.00% Epoch: 791 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.632 | Train Acc: 62.45% Val. Loss: 0.777 | Val. Acc: 47.00% Epoch: 792 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.631 | Train Acc: 62.45% Val. Loss: 0.776 | Val. Acc: 47.00% Epoch: 793 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.631 | Train Acc: 62.45% Val. Loss: 0.776 | Val. Acc: 47.00% Epoch: 794 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.631 | Train Acc: 62.45% Val. Loss: 0.775 | Val. Acc: 47.00% Epoch: 795 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.630 | Train Acc: 62.45% Val. Loss: 0.775 | Val. Acc: 47.00% Epoch: 796 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.630 | Train Acc: 62.45% Val. Loss: 0.774 | Val. Acc: 47.00% Epoch: 797 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.630 | Train Acc: 62.45% Val. Loss: 0.774 | Val. Acc: 47.00% Epoch: 798 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.630 | Train Acc: 62.45% Val. Loss: 0.773 | Val. Acc: 47.00% Epoch: 799 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.629 | Train Acc: 62.45% Val. Loss: 0.773 | Val. Acc: 47.00% Epoch: 800 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.629 | Train Acc: 62.45% Val. Loss: 0.772 | Val. Acc: 47.00% Epoch: 801 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.629 | Train Acc: 62.45% Val. Loss: 0.772 | Val. Acc: 47.00% Epoch: 802 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.628 | Train Acc: 62.45% Val. Loss: 0.771 | Val. Acc: 47.00% Epoch: 803 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.628 | Train Acc: 62.45% Val. Loss: 0.771 | Val. Acc: 47.00% Epoch: 804 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.628 | Train Acc: 62.45% Val. Loss: 0.770 | Val. Acc: 47.00% Epoch: 805 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.628 | Train Acc: 62.45% Val. Loss: 0.770 | Val. Acc: 47.00% Epoch: 806 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.627 | Train Acc: 62.45% Val. Loss: 0.769 | Val. Acc: 47.00% Epoch: 807 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.627 | Train Acc: 62.45% Val. Loss: 0.769 | Val. Acc: 47.00% Epoch: 808 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.627 | Train Acc: 62.45% Val. Loss: 0.768 | Val. Acc: 47.00% Epoch: 809 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.627 | Train Acc: 62.45% Val. Loss: 0.768 | Val. Acc: 47.00% Epoch: 810 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.626 | Train Acc: 62.45% Val. Loss: 0.767 | Val. Acc: 47.00% Epoch: 811 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.626 | Train Acc: 62.45% Val. Loss: 0.767 | Val. Acc: 47.00% Epoch: 812 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.626 | Train Acc: 62.45% Val. Loss: 0.766 | Val. Acc: 47.00% Epoch: 813 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.625 | Train Acc: 62.45% Val. Loss: 0.766 | Val. Acc: 47.00% Epoch: 814 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.625 | Train Acc: 62.45% Val. Loss: 0.766 | Val. Acc: 47.00% Epoch: 815 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.625 | Train Acc: 62.45% Val. Loss: 0.765 | Val. Acc: 47.00% Epoch: 816 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.625 | Train Acc: 62.45% Val. Loss: 0.765 | Val. Acc: 47.00% Epoch: 817 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.624 | Train Acc: 62.45% Val. Loss: 0.764 | Val. Acc: 47.00% Epoch: 818 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.624 | Train Acc: 62.45% Val. Loss: 0.764 | Val. Acc: 47.00% Epoch: 819 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.624 | Train Acc: 62.45% Val. Loss: 0.763 | Val. Acc: 47.00% Epoch: 820 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.624 | Train Acc: 62.45% Val. Loss: 0.763 | Val. Acc: 47.00% Epoch: 821 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.623 | Train Acc: 62.45% Val. Loss: 0.762 | Val. Acc: 47.00% Epoch: 822 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.623 | Train Acc: 62.45% Val. Loss: 0.762 | Val. Acc: 47.00% Epoch: 823 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.623 | Train Acc: 62.45% Val. Loss: 0.761 | Val. Acc: 47.00% Epoch: 824 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.623 | Train Acc: 62.45% Val. Loss: 0.761 | Val. Acc: 47.00% Epoch: 825 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.622 | Train Acc: 62.45% Val. Loss: 0.760 | Val. Acc: 47.00% Epoch: 826 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.622 | Train Acc: 62.45% Val. Loss: 0.760 | Val. Acc: 47.00% Epoch: 827 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.622 | Train Acc: 62.45% Val. Loss: 0.760 | Val. Acc: 47.00% Epoch: 828 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.622 | Train Acc: 62.45% Val. Loss: 0.759 | Val. Acc: 47.00% Epoch: 829 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.621 | Train Acc: 62.45% Val. Loss: 0.759 | Val. Acc: 47.00% Epoch: 830 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.621 | Train Acc: 62.45% Val. Loss: 0.758 | Val. Acc: 47.00% Epoch: 831 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.621 | Train Acc: 62.45% Val. Loss: 0.758 | Val. Acc: 47.00% Epoch: 832 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.621 | Train Acc: 62.45% Val. Loss: 0.757 | Val. Acc: 47.00% Epoch: 833 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.620 | Train Acc: 62.45% Val. Loss: 0.757 | Val. Acc: 47.00% Epoch: 834 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.620 | Train Acc: 62.45% Val. Loss: 0.756 | Val. Acc: 47.00% Epoch: 835 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.620 | Train Acc: 62.45% Val. Loss: 0.756 | Val. Acc: 47.00% Epoch: 836 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.620 | Train Acc: 62.45% Val. Loss: 0.756 | Val. Acc: 47.00% Epoch: 837 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.619 | Train Acc: 62.45% Val. Loss: 0.755 | Val. Acc: 47.00% Epoch: 838 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.619 | Train Acc: 62.45% Val. Loss: 0.755 | Val. Acc: 47.00% Epoch: 839 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.619 | Train Acc: 62.45% Val. Loss: 0.754 | Val. Acc: 47.00% Epoch: 840 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.619 | Train Acc: 62.45% Val. Loss: 0.754 | Val. Acc: 47.00% Epoch: 841 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.618 | Train Acc: 62.45% Val. Loss: 0.753 | Val. Acc: 47.00% Epoch: 842 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.618 | Train Acc: 62.45% Val. Loss: 0.753 | Val. Acc: 47.00% Epoch: 843 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.618 | Train Acc: 62.45% Val. Loss: 0.753 | Val. Acc: 47.00% Epoch: 844 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.618 | Train Acc: 62.45% Val. Loss: 0.752 | Val. Acc: 47.00% Epoch: 845 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.617 | Train Acc: 62.45% Val. Loss: 0.752 | Val. Acc: 47.00% Epoch: 846 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.617 | Train Acc: 62.45% Val. Loss: 0.751 | Val. Acc: 47.00% Epoch: 847 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.617 | Train Acc: 62.45% Val. Loss: 0.751 | Val. Acc: 47.00% Epoch: 848 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.617 | Train Acc: 62.45% Val. Loss: 0.751 | Val. Acc: 47.00% Epoch: 849 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.616 | Train Acc: 62.45% Val. Loss: 0.750 | Val. Acc: 47.00% Epoch: 850 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.616 | Train Acc: 62.45% Val. Loss: 0.750 | Val. Acc: 47.00% Epoch: 851 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.616 | Train Acc: 62.45% Val. Loss: 0.749 | Val. Acc: 47.00% Epoch: 852 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.616 | Train Acc: 62.45% Val. Loss: 0.749 | Val. Acc: 47.00% Epoch: 853 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.615 | Train Acc: 62.45% Val. Loss: 0.748 | Val. Acc: 47.00% Epoch: 854 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.615 | Train Acc: 62.45% Val. Loss: 0.748 | Val. Acc: 47.00% Epoch: 855 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.615 | Train Acc: 62.45% Val. Loss: 0.748 | Val. Acc: 47.00% Epoch: 856 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.615 | Train Acc: 62.45% Val. Loss: 0.747 | Val. Acc: 47.00% Epoch: 857 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.615 | Train Acc: 62.45% Val. Loss: 0.747 | Val. Acc: 47.00% Epoch: 858 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.614 | Train Acc: 62.45% Val. Loss: 0.746 | Val. Acc: 47.00% Epoch: 859 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.614 | Train Acc: 62.45% Val. Loss: 0.746 | Val. Acc: 47.00% Epoch: 860 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.614 | Train Acc: 62.45% Val. Loss: 0.746 | Val. Acc: 47.00% Epoch: 861 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.614 | Train Acc: 62.45% Val. Loss: 0.745 | Val. Acc: 47.00% Epoch: 862 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.613 | Train Acc: 62.45% Val. Loss: 0.745 | Val. Acc: 47.00% Epoch: 863 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.613 | Train Acc: 62.45% Val. Loss: 0.744 | Val. Acc: 47.00% Epoch: 864 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.613 | Train Acc: 62.45% Val. Loss: 0.744 | Val. Acc: 47.00% Epoch: 865 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.613 | Train Acc: 62.45% Val. Loss: 0.744 | Val. Acc: 47.00% Epoch: 866 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.612 | Train Acc: 62.45% Val. Loss: 0.743 | Val. Acc: 47.00% Epoch: 867 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.612 | Train Acc: 62.45% Val. Loss: 0.743 | Val. Acc: 47.00% Epoch: 868 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.612 | Train Acc: 62.45% Val. Loss: 0.742 | Val. Acc: 47.00% Epoch: 869 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.612 | Train Acc: 62.45% Val. Loss: 0.742 | Val. Acc: 47.00% Epoch: 870 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.612 | Train Acc: 62.45% Val. Loss: 0.742 | Val. Acc: 47.00% Epoch: 871 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.611 | Train Acc: 62.45% Val. Loss: 0.741 | Val. Acc: 47.00% Epoch: 872 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.611 | Train Acc: 62.45% Val. Loss: 0.741 | Val. Acc: 47.00% Epoch: 873 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.611 | Train Acc: 62.45% Val. Loss: 0.740 | Val. Acc: 47.00% Epoch: 874 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.611 | Train Acc: 62.45% Val. Loss: 0.740 | Val. Acc: 47.00% Epoch: 875 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.610 | Train Acc: 62.45% Val. Loss: 0.740 | Val. Acc: 47.00% Epoch: 876 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.610 | Train Acc: 62.45% Val. Loss: 0.739 | Val. Acc: 47.00% Epoch: 877 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.610 | Train Acc: 62.45% Val. Loss: 0.739 | Val. Acc: 47.00% Epoch: 878 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.610 | Train Acc: 62.45% Val. Loss: 0.739 | Val. Acc: 47.00% Epoch: 879 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.610 | Train Acc: 62.45% Val. Loss: 0.738 | Val. Acc: 47.00% Epoch: 880 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.609 | Train Acc: 62.45% Val. Loss: 0.738 | Val. Acc: 47.00% Epoch: 881 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.609 | Train Acc: 62.45% Val. Loss: 0.737 | Val. Acc: 47.00% Epoch: 882 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.609 | Train Acc: 62.45% Val. Loss: 0.737 | Val. Acc: 47.00% Epoch: 883 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.609 | Train Acc: 62.45% Val. Loss: 0.737 | Val. Acc: 47.00% Epoch: 884 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.609 | Train Acc: 62.45% Val. Loss: 0.736 | Val. Acc: 47.00% Epoch: 885 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.608 | Train Acc: 62.45% Val. Loss: 0.736 | Val. Acc: 47.00% Epoch: 886 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.608 | Train Acc: 62.45% Val. Loss: 0.735 | Val. Acc: 47.00% Epoch: 887 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.608 | Train Acc: 62.45% Val. Loss: 0.735 | Val. Acc: 47.00% Epoch: 888 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.608 | Train Acc: 62.45% Val. Loss: 0.735 | Val. Acc: 47.00% Epoch: 889 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.607 | Train Acc: 62.45% Val. Loss: 0.734 | Val. Acc: 47.00% Epoch: 890 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.607 | Train Acc: 62.45% Val. Loss: 0.734 | Val. Acc: 47.00% Epoch: 891 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.607 | Train Acc: 62.45% Val. Loss: 0.734 | Val. Acc: 47.00% Epoch: 892 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.607 | Train Acc: 62.45% Val. Loss: 0.733 | Val. Acc: 47.00% Epoch: 893 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.607 | Train Acc: 62.45% Val. Loss: 0.733 | Val. Acc: 47.00% Epoch: 894 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.606 | Train Acc: 62.45% Val. Loss: 0.733 | Val. Acc: 47.00% Epoch: 895 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.606 | Train Acc: 62.45% Val. Loss: 0.732 | Val. Acc: 47.00% Epoch: 896 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.606 | Train Acc: 62.45% Val. Loss: 0.732 | Val. Acc: 47.00% Epoch: 897 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.606 | Train Acc: 62.45% Val. Loss: 0.731 | Val. Acc: 47.00% Epoch: 898 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.606 | Train Acc: 62.45% Val. Loss: 0.731 | Val. Acc: 47.00% Epoch: 899 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.605 | Train Acc: 62.45% Val. Loss: 0.731 | Val. Acc: 47.00% Epoch: 900 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.605 | Train Acc: 62.45% Val. Loss: 0.730 | Val. Acc: 47.00% Epoch: 901 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.605 | Train Acc: 62.45% Val. Loss: 0.730 | Val. Acc: 47.00% Epoch: 902 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.605 | Train Acc: 62.45% Val. Loss: 0.730 | Val. Acc: 47.00% Epoch: 903 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.605 | Train Acc: 62.45% Val. Loss: 0.729 | Val. Acc: 47.00% Epoch: 904 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.604 | Train Acc: 62.45% Val. Loss: 0.729 | Val. Acc: 47.00% Epoch: 905 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.604 | Train Acc: 62.45% Val. Loss: 0.729 | Val. Acc: 47.00% Epoch: 906 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.604 | Train Acc: 62.45% Val. Loss: 0.728 | Val. Acc: 47.00% Epoch: 907 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.604 | Train Acc: 62.45% Val. Loss: 0.728 | Val. Acc: 47.00% Epoch: 908 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.604 | Train Acc: 62.45% Val. Loss: 0.727 | Val. Acc: 47.00% Epoch: 909 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.603 | Train Acc: 62.45% Val. Loss: 0.727 | Val. Acc: 47.00% Epoch: 910 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.603 | Train Acc: 62.45% Val. Loss: 0.727 | Val. Acc: 47.00% Epoch: 911 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.603 | Train Acc: 62.45% Val. Loss: 0.726 | Val. Acc: 47.00% Epoch: 912 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.603 | Train Acc: 62.45% Val. Loss: 0.726 | Val. Acc: 47.00% Epoch: 913 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.603 | Train Acc: 62.45% Val. Loss: 0.726 | Val. Acc: 47.00% Epoch: 914 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.602 | Train Acc: 62.45% Val. Loss: 0.725 | Val. Acc: 47.00% Epoch: 915 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.602 | Train Acc: 62.45% Val. Loss: 0.725 | Val. Acc: 47.00% Epoch: 916 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.602 | Train Acc: 62.45% Val. Loss: 0.725 | Val. Acc: 47.00% Epoch: 917 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.602 | Train Acc: 62.45% Val. Loss: 0.724 | Val. Acc: 47.00% Epoch: 918 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.602 | Train Acc: 62.45% Val. Loss: 0.724 | Val. Acc: 47.00% Epoch: 919 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.601 | Train Acc: 62.45% Val. Loss: 0.724 | Val. Acc: 47.00% Epoch: 920 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.601 | Train Acc: 62.45% Val. Loss: 0.723 | Val. Acc: 47.00% Epoch: 921 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.601 | Train Acc: 62.45% Val. Loss: 0.723 | Val. Acc: 47.00% Epoch: 922 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.601 | Train Acc: 62.45% Val. Loss: 0.723 | Val. Acc: 47.00% Epoch: 923 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.601 | Train Acc: 62.45% Val. Loss: 0.722 | Val. Acc: 47.00% Epoch: 924 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.600 | Train Acc: 62.45% Val. Loss: 0.722 | Val. Acc: 47.00% Epoch: 925 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.600 | Train Acc: 62.45% Val. Loss: 0.722 | Val. Acc: 47.00% Epoch: 926 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.600 | Train Acc: 62.45% Val. Loss: 0.721 | Val. Acc: 47.00% Epoch: 927 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.600 | Train Acc: 62.45% Val. Loss: 0.721 | Val. Acc: 47.00% Epoch: 928 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.600 | Train Acc: 62.45% Val. Loss: 0.721 | Val. Acc: 47.00% Epoch: 929 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.599 | Train Acc: 62.45% Val. Loss: 0.720 | Val. Acc: 47.00% Epoch: 930 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.599 | Train Acc: 62.45% Val. Loss: 0.720 | Val. Acc: 47.00% Epoch: 931 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.599 | Train Acc: 62.45% Val. Loss: 0.720 | Val. Acc: 47.00% Epoch: 932 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.599 | Train Acc: 62.45% Val. Loss: 0.719 | Val. Acc: 47.00% Epoch: 933 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.599 | Train Acc: 62.45% Val. Loss: 0.719 | Val. Acc: 47.00% Epoch: 934 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.598 | Train Acc: 62.45% Val. Loss: 0.719 | Val. Acc: 47.00% Epoch: 935 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.598 | Train Acc: 62.45% Val. Loss: 0.718 | Val. Acc: 47.00% Epoch: 936 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.598 | Train Acc: 62.45% Val. Loss: 0.718 | Val. Acc: 47.00% Epoch: 937 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.598 | Train Acc: 62.45% Val. Loss: 0.718 | Val. Acc: 47.00% Epoch: 938 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.598 | Train Acc: 62.45% Val. Loss: 0.717 | Val. Acc: 47.00% Epoch: 939 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.597 | Train Acc: 62.45% Val. Loss: 0.717 | Val. Acc: 47.00% Epoch: 940 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.597 | Train Acc: 62.45% Val. Loss: 0.717 | Val. Acc: 47.00% Epoch: 941 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.597 | Train Acc: 62.45% Val. Loss: 0.716 | Val. Acc: 47.00% Epoch: 942 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.597 | Train Acc: 62.45% Val. Loss: 0.716 | Val. Acc: 47.00% Epoch: 943 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.597 | Train Acc: 62.45% Val. Loss: 0.716 | Val. Acc: 47.00% Epoch: 944 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.597 | Train Acc: 62.45% Val. Loss: 0.715 | Val. Acc: 47.00% Epoch: 945 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.596 | Train Acc: 62.45% Val. Loss: 0.715 | Val. Acc: 47.00% Epoch: 946 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.596 | Train Acc: 62.45% Val. Loss: 0.715 | Val. Acc: 47.00% Epoch: 947 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.596 | Train Acc: 62.45% Val. Loss: 0.714 | Val. Acc: 47.00% Epoch: 948 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.596 | Train Acc: 62.45% Val. Loss: 0.714 | Val. Acc: 47.00% Epoch: 949 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.596 | Train Acc: 62.45% Val. Loss: 0.714 | Val. Acc: 47.00% Epoch: 950 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.595 | Train Acc: 62.45% Val. Loss: 0.713 | Val. Acc: 47.00% Epoch: 951 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.595 | Train Acc: 62.45% Val. Loss: 0.713 | Val. Acc: 47.00% Epoch: 952 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.595 | Train Acc: 62.45% Val. Loss: 0.713 | Val. Acc: 47.00% Epoch: 953 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.595 | Train Acc: 62.45% Val. Loss: 0.712 | Val. Acc: 47.00% Epoch: 954 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.595 | Train Acc: 62.45% Val. Loss: 0.712 | Val. Acc: 47.00% Epoch: 955 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.594 | Train Acc: 62.45% Val. Loss: 0.712 | Val. Acc: 47.00% Epoch: 956 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.594 | Train Acc: 62.45% Val. Loss: 0.711 | Val. Acc: 47.00% Epoch: 957 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.594 | Train Acc: 62.45% Val. Loss: 0.711 | Val. Acc: 47.00% Epoch: 958 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.594 | Train Acc: 62.45% Val. Loss: 0.711 | Val. Acc: 47.00% Epoch: 959 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.594 | Train Acc: 62.45% Val. Loss: 0.710 | Val. Acc: 47.00% Epoch: 960 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.594 | Train Acc: 62.45% Val. Loss: 0.710 | Val. Acc: 47.00% Epoch: 961 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.593 | Train Acc: 62.45% Val. Loss: 0.710 | Val. Acc: 47.00% Epoch: 962 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.593 | Train Acc: 62.45% Val. Loss: 0.709 | Val. Acc: 47.00% Epoch: 963 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.593 | Train Acc: 62.45% Val. Loss: 0.709 | Val. Acc: 47.00% Epoch: 964 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.593 | Train Acc: 62.45% Val. Loss: 0.709 | Val. Acc: 47.00% Epoch: 965 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.593 | Train Acc: 62.45% Val. Loss: 0.709 | Val. Acc: 47.00% Epoch: 966 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.592 | Train Acc: 62.45% Val. Loss: 0.708 | Val. Acc: 47.00% Epoch: 967 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.592 | Train Acc: 62.45% Val. Loss: 0.708 | Val. Acc: 47.00% Epoch: 968 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.592 | Train Acc: 62.45% Val. Loss: 0.708 | Val. Acc: 47.00% Epoch: 969 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.592 | Train Acc: 62.45% Val. Loss: 0.707 | Val. Acc: 47.00% Epoch: 970 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.592 | Train Acc: 62.45% Val. Loss: 0.707 | Val. Acc: 47.00% Epoch: 971 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.592 | Train Acc: 62.45% Val. Loss: 0.707 | Val. Acc: 47.00% Epoch: 972 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.591 | Train Acc: 62.45% Val. Loss: 0.706 | Val. Acc: 47.00% Epoch: 973 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.591 | Train Acc: 62.45% Val. Loss: 0.706 | Val. Acc: 47.00% Epoch: 974 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.591 | Train Acc: 62.45% Val. Loss: 0.706 | Val. Acc: 47.00% Epoch: 975 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.591 | Train Acc: 62.45% Val. Loss: 0.705 | Val. Acc: 47.00% Epoch: 976 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.591 | Train Acc: 62.45% Val. Loss: 0.705 | Val. Acc: 47.00% Epoch: 977 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.590 | Train Acc: 62.45% Val. Loss: 0.705 | Val. Acc: 47.00% Epoch: 978 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.590 | Train Acc: 62.45% Val. Loss: 0.705 | Val. Acc: 47.00% Epoch: 979 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.590 | Train Acc: 62.45% Val. Loss: 0.704 | Val. Acc: 47.00% Epoch: 980 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.590 | Train Acc: 62.45% Val. Loss: 0.704 | Val. Acc: 47.00% Epoch: 981 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.590 | Train Acc: 62.45% Val. Loss: 0.704 | Val. Acc: 47.00% Epoch: 982 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.590 | Train Acc: 62.45% Val. Loss: 0.703 | Val. Acc: 47.00% Epoch: 983 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.589 | Train Acc: 62.45% Val. Loss: 0.703 | Val. Acc: 47.00% Epoch: 984 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.589 | Train Acc: 62.45% Val. Loss: 0.703 | Val. Acc: 47.00% Epoch: 985 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.589 | Train Acc: 62.45% Val. Loss: 0.702 | Val. Acc: 47.00% Epoch: 986 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.589 | Train Acc: 62.45% Val. Loss: 0.702 | Val. Acc: 47.00% Epoch: 987 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.589 | Train Acc: 62.45% Val. Loss: 0.702 | Val. Acc: 47.00% Epoch: 988 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.589 | Train Acc: 62.45% Val. Loss: 0.702 | Val. Acc: 47.00% Epoch: 989 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.588 | Train Acc: 62.45% Val. Loss: 0.701 | Val. Acc: 47.00% Epoch: 990 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.588 | Train Acc: 62.45% Val. Loss: 0.701 | Val. Acc: 47.00% Epoch: 991 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.588 | Train Acc: 62.45% Val. Loss: 0.701 | Val. Acc: 47.00% Epoch: 992 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.588 | Train Acc: 62.45% Val. Loss: 0.700 | Val. Acc: 47.00% Epoch: 993 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.588 | Train Acc: 62.45% Val. Loss: 0.700 | Val. Acc: 47.00% Epoch: 994 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.587 | Train Acc: 62.45% Val. Loss: 0.700 | Val. Acc: 47.00% Epoch: 995 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.587 | Train Acc: 62.45% Val. Loss: 0.699 | Val. Acc: 47.00% Epoch: 996 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.587 | Train Acc: 62.45% Val. Loss: 0.699 | Val. Acc: 47.00% Epoch: 997 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.587 | Train Acc: 62.45% Val. Loss: 0.699 | Val. Acc: 47.00% Epoch: 998 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.587 | Train Acc: 62.45% Val. Loss: 0.699 | Val. Acc: 47.00% Epoch: 999 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.587 | Train Acc: 62.45% Val. Loss: 0.698 | Val. Acc: 47.00% Epoch: 1000 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.586 | Train Acc: 62.45% Val. Loss: 0.698 | Val. Acc: 47.00%
Test Loss: 0.636 | Test Acc: 55.83%
precision recall f1-score support
0 0.00 0.00 0.00 41
1 0.61 1.00 0.75 63
accuracy 0.61 104
macro avg 0.30 0.50 0.38 104
weighted avg 0.37 0.61 0.46 104
Tiempo total de entrenamiento: 0 mins, 34 segundos
C:\Users\mvarasg\anaconda3\Lib\site-packages\sklearn\metrics\_classification.py:1469: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior. C:\Users\mvarasg\anaconda3\Lib\site-packages\sklearn\metrics\_classification.py:1469: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior. C:\Users\mvarasg\anaconda3\Lib\site-packages\sklearn\metrics\_classification.py:1469: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
En este caso, se tiene un mejor comportamiento que el caso anterior, pero sigue siendo malo dado que aprende muy lento. En los casos vistos se tiene un peor rendimiento que en la parte 1 y se evidencia que learning rates muy bajos tienen malos resultados. La matriz de confusión muestra como la red solo clasifica la clase 1 (sesgado).
model8 = MLP(INPUT_DIM, OUTPUT_DIM)
model8, res8 = entrenar_red("Modelo8",model8, 0.01, n_epocas,shuffle, MINI_BATCH)
Se entrena en: cpu Epoch: 01 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.461 | Train Acc: 48.63% Val. Loss: 4.373 | Val. Acc: 47.00% Epoch: 02 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.245 | Train Acc: 62.45% Val. Loss: 4.152 | Val. Acc: 47.00% Epoch: 03 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.918 | Train Acc: 62.45% Val. Loss: 3.763 | Val. Acc: 47.00% Epoch: 04 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.190 | Train Acc: 62.45% Val. Loss: 2.779 | Val. Acc: 47.00% Epoch: 05 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.784 | Train Acc: 62.45% Val. Loss: 1.695 | Val. Acc: 47.00% Epoch: 06 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.066 | Train Acc: 62.45% Val. Loss: 1.155 | Val. Acc: 47.00% Epoch: 07 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.783 | Train Acc: 62.45% Val. Loss: 0.906 | Val. Acc: 47.00% Epoch: 08 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.684 | Train Acc: 62.45% Val. Loss: 0.802 | Val. Acc: 47.00% Epoch: 09 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.637 | Train Acc: 62.45% Val. Loss: 0.742 | Val. Acc: 47.00% Epoch: 10 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.608 | Train Acc: 62.45% Val. Loss: 0.701 | Val. Acc: 47.00% Epoch: 11 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.587 | Train Acc: 62.75% Val. Loss: 0.668 | Val. Acc: 47.00% Epoch: 12 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.569 | Train Acc: 63.33% Val. Loss: 0.640 | Val. Acc: 57.67% Epoch: 13 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.552 | Train Acc: 63.92% Val. Loss: 0.614 | Val. Acc: 56.67% Epoch: 14 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.536 | Train Acc: 64.80% Val. Loss: 0.590 | Val. Acc: 82.00% Epoch: 15 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.520 | Train Acc: 68.63% Val. Loss: 0.566 | Val. Acc: 83.00% Epoch: 16 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.503 | Train Acc: 72.35% Val. Loss: 0.543 | Val. Acc: 87.00% Epoch: 17 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.487 | Train Acc: 77.06% Val. Loss: 0.520 | Val. Acc: 89.00% Epoch: 18 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.470 | Train Acc: 79.61% Val. Loss: 0.497 | Val. Acc: 89.00% Epoch: 19 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.453 | Train Acc: 81.37% Val. Loss: 0.474 | Val. Acc: 88.00% Epoch: 20 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.436 | Train Acc: 82.25% Val. Loss: 0.452 | Val. Acc: 90.00% Epoch: 21 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.419 | Train Acc: 83.14% Val. Loss: 0.430 | Val. Acc: 91.00% Epoch: 22 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.403 | Train Acc: 84.80% Val. Loss: 0.410 | Val. Acc: 91.00% Epoch: 23 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.387 | Train Acc: 85.39% Val. Loss: 0.390 | Val. Acc: 91.00% Epoch: 24 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.372 | Train Acc: 87.65% Val. Loss: 0.371 | Val. Acc: 91.00% Epoch: 25 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.358 | Train Acc: 87.65% Val. Loss: 0.354 | Val. Acc: 91.00% Epoch: 26 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.344 | Train Acc: 88.43% Val. Loss: 0.338 | Val. Acc: 91.00% Epoch: 27 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.332 | Train Acc: 88.73% Val. Loss: 0.324 | Val. Acc: 91.00% Epoch: 28 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.320 | Train Acc: 89.51% Val. Loss: 0.311 | Val. Acc: 91.00% Epoch: 29 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.309 | Train Acc: 90.10% Val. Loss: 0.299 | Val. Acc: 91.00% Epoch: 30 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.299 | Train Acc: 90.88% Val. Loss: 0.288 | Val. Acc: 91.00% Epoch: 31 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.290 | Train Acc: 91.18% Val. Loss: 0.278 | Val. Acc: 91.00% Epoch: 32 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.281 | Train Acc: 91.18% Val. Loss: 0.269 | Val. Acc: 91.00% Epoch: 33 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.273 | Train Acc: 91.18% Val. Loss: 0.260 | Val. Acc: 91.00% Epoch: 34 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.266 | Train Acc: 91.18% Val. Loss: 0.253 | Val. Acc: 91.00% Epoch: 35 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.259 | Train Acc: 91.18% Val. Loss: 0.246 | Val. Acc: 93.00% Epoch: 36 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.253 | Train Acc: 90.88% Val. Loss: 0.240 | Val. Acc: 93.00% Epoch: 37 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.246 | Train Acc: 90.59% Val. Loss: 0.235 | Val. Acc: 93.00% Epoch: 38 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.241 | Train Acc: 90.59% Val. Loss: 0.230 | Val. Acc: 93.00% Epoch: 39 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.235 | Train Acc: 90.59% Val. Loss: 0.225 | Val. Acc: 93.00% Epoch: 40 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.230 | Train Acc: 90.59% Val. Loss: 0.221 | Val. Acc: 93.00% Epoch: 41 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.226 | Train Acc: 90.29% Val. Loss: 0.217 | Val. Acc: 93.00% Epoch: 42 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.221 | Train Acc: 90.29% Val. Loss: 0.214 | Val. Acc: 93.00% Epoch: 43 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.217 | Train Acc: 90.88% Val. Loss: 0.211 | Val. Acc: 93.00% Epoch: 44 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.213 | Train Acc: 90.88% Val. Loss: 0.208 | Val. Acc: 93.00% Epoch: 45 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.209 | Train Acc: 91.47% Val. Loss: 0.205 | Val. Acc: 93.00% Epoch: 46 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.205 | Train Acc: 91.47% Val. Loss: 0.203 | Val. Acc: 93.00% Epoch: 47 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.202 | Train Acc: 91.76% Val. Loss: 0.201 | Val. Acc: 93.00% Epoch: 48 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.199 | Train Acc: 91.76% Val. Loss: 0.198 | Val. Acc: 93.00% Epoch: 49 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.195 | Train Acc: 92.06% Val. Loss: 0.197 | Val. Acc: 93.00% Epoch: 50 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.192 | Train Acc: 92.06% Val. Loss: 0.195 | Val. Acc: 93.00% Epoch: 51 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.189 | Train Acc: 92.35% Val. Loss: 0.193 | Val. Acc: 93.00% Epoch: 52 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.187 | Train Acc: 92.94% Val. Loss: 0.192 | Val. Acc: 93.00% Epoch: 53 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.184 | Train Acc: 93.24% Val. Loss: 0.190 | Val. Acc: 93.00% Epoch: 54 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.181 | Train Acc: 93.53% Val. Loss: 0.189 | Val. Acc: 93.00% Epoch: 55 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.179 | Train Acc: 93.53% Val. Loss: 0.188 | Val. Acc: 93.00% Epoch: 56 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.176 | Train Acc: 93.53% Val. Loss: 0.186 | Val. Acc: 93.00% Epoch: 57 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.174 | Train Acc: 93.24% Val. Loss: 0.185 | Val. Acc: 93.00% Epoch: 58 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.172 | Train Acc: 93.24% Val. Loss: 0.184 | Val. Acc: 93.00% Epoch: 59 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.170 | Train Acc: 93.24% Val. Loss: 0.183 | Val. Acc: 94.00% Epoch: 60 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.167 | Train Acc: 93.82% Val. Loss: 0.182 | Val. Acc: 94.00% Epoch: 61 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.165 | Train Acc: 93.82% Val. Loss: 0.181 | Val. Acc: 94.00% Epoch: 62 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.163 | Train Acc: 93.82% Val. Loss: 0.181 | Val. Acc: 94.00% Epoch: 63 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.161 | Train Acc: 94.12% Val. Loss: 0.180 | Val. Acc: 94.00% Epoch: 64 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.160 | Train Acc: 94.12% Val. Loss: 0.179 | Val. Acc: 94.00% Epoch: 65 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.158 | Train Acc: 94.12% Val. Loss: 0.178 | Val. Acc: 94.00% Epoch: 66 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.156 | Train Acc: 94.12% Val. Loss: 0.178 | Val. Acc: 94.00% Epoch: 67 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.154 | Train Acc: 94.12% Val. Loss: 0.177 | Val. Acc: 94.00% Epoch: 68 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.153 | Train Acc: 94.41% Val. Loss: 0.176 | Val. Acc: 94.00% Epoch: 69 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.151 | Train Acc: 94.71% Val. Loss: 0.176 | Val. Acc: 94.00% Epoch: 70 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.150 | Train Acc: 94.71% Val. Loss: 0.175 | Val. Acc: 94.00% Epoch: 71 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.148 | Train Acc: 95.29% Val. Loss: 0.175 | Val. Acc: 94.00% Epoch: 72 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.147 | Train Acc: 95.29% Val. Loss: 0.174 | Val. Acc: 94.00% Epoch: 73 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.145 | Train Acc: 95.29% Val. Loss: 0.174 | Val. Acc: 94.00% Epoch: 74 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.144 | Train Acc: 95.29% Val. Loss: 0.173 | Val. Acc: 94.00% Epoch: 75 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.142 | Train Acc: 95.29% Val. Loss: 0.173 | Val. Acc: 94.00% Epoch: 76 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.141 | Train Acc: 95.29% Val. Loss: 0.172 | Val. Acc: 94.00% Epoch: 77 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.140 | Train Acc: 95.29% Val. Loss: 0.172 | Val. Acc: 94.00% Epoch: 78 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.138 | Train Acc: 95.29% Val. Loss: 0.171 | Val. Acc: 94.00% Epoch: 79 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.137 | Train Acc: 95.29% Val. Loss: 0.171 | Val. Acc: 94.00% Epoch: 80 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.136 | Train Acc: 95.00% Val. Loss: 0.170 | Val. Acc: 94.00% Epoch: 81 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.135 | Train Acc: 95.00% Val. Loss: 0.170 | Val. Acc: 94.00% Epoch: 82 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.133 | Train Acc: 95.29% Val. Loss: 0.169 | Val. Acc: 94.00% Epoch: 83 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.132 | Train Acc: 95.29% Val. Loss: 0.169 | Val. Acc: 94.00% Epoch: 84 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.131 | Train Acc: 95.59% Val. Loss: 0.168 | Val. Acc: 94.00% Epoch: 85 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.130 | Train Acc: 96.18% Val. Loss: 0.168 | Val. Acc: 94.00% Epoch: 86 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.129 | Train Acc: 96.18% Val. Loss: 0.168 | Val. Acc: 94.00% Epoch: 87 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.128 | Train Acc: 96.18% Val. Loss: 0.167 | Val. Acc: 94.00% Epoch: 88 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.126 | Train Acc: 96.18% Val. Loss: 0.167 | Val. Acc: 94.00% Epoch: 89 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.125 | Train Acc: 96.18% Val. Loss: 0.166 | Val. Acc: 94.00% Epoch: 90 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.124 | Train Acc: 96.18% Val. Loss: 0.166 | Val. Acc: 94.00% Epoch: 91 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.123 | Train Acc: 96.47% Val. Loss: 0.166 | Val. Acc: 94.00% Epoch: 92 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.122 | Train Acc: 96.76% Val. Loss: 0.165 | Val. Acc: 94.00% Epoch: 93 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.121 | Train Acc: 97.06% Val. Loss: 0.165 | Val. Acc: 94.00% Epoch: 94 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.120 | Train Acc: 97.06% Val. Loss: 0.164 | Val. Acc: 94.00% Epoch: 95 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.119 | Train Acc: 97.06% Val. Loss: 0.164 | Val. Acc: 94.00% Epoch: 96 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.118 | Train Acc: 97.06% Val. Loss: 0.163 | Val. Acc: 94.00% Epoch: 97 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.117 | Train Acc: 97.06% Val. Loss: 0.163 | Val. Acc: 94.00% Epoch: 98 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.116 | Train Acc: 97.06% Val. Loss: 0.163 | Val. Acc: 94.00% Epoch: 99 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.115 | Train Acc: 97.06% Val. Loss: 0.162 | Val. Acc: 94.00% Epoch: 100 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.114 | Train Acc: 97.06% Val. Loss: 0.162 | Val. Acc: 94.00% Epoch: 101 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.113 | Train Acc: 97.06% Val. Loss: 0.161 | Val. Acc: 94.00% Epoch: 102 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.112 | Train Acc: 97.06% Val. Loss: 0.161 | Val. Acc: 94.00% Epoch: 103 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.111 | Train Acc: 97.06% Val. Loss: 0.160 | Val. Acc: 94.00% Epoch: 104 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.110 | Train Acc: 97.06% Val. Loss: 0.160 | Val. Acc: 94.00% Epoch: 105 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.109 | Train Acc: 97.06% Val. Loss: 0.159 | Val. Acc: 94.00% Epoch: 106 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.108 | Train Acc: 97.06% Val. Loss: 0.159 | Val. Acc: 94.00% Epoch: 107 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.107 | Train Acc: 97.06% Val. Loss: 0.158 | Val. Acc: 94.00% Epoch: 108 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.106 | Train Acc: 97.06% Val. Loss: 0.158 | Val. Acc: 94.00% Epoch: 109 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.105 | Train Acc: 97.06% Val. Loss: 0.157 | Val. Acc: 94.00% Epoch: 110 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.104 | Train Acc: 97.06% Val. Loss: 0.157 | Val. Acc: 94.00% Epoch: 111 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.104 | Train Acc: 97.06% Val. Loss: 0.156 | Val. Acc: 94.00% Epoch: 112 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.103 | Train Acc: 97.06% Val. Loss: 0.156 | Val. Acc: 94.00% Epoch: 113 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.102 | Train Acc: 97.06% Val. Loss: 0.155 | Val. Acc: 94.00% Epoch: 114 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.101 | Train Acc: 97.06% Val. Loss: 0.155 | Val. Acc: 94.00% Epoch: 115 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.100 | Train Acc: 97.06% Val. Loss: 0.154 | Val. Acc: 94.00% Epoch: 116 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.099 | Train Acc: 97.06% Val. Loss: 0.154 | Val. Acc: 94.00% Epoch: 117 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.098 | Train Acc: 97.06% Val. Loss: 0.153 | Val. Acc: 94.00% Epoch: 118 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.097 | Train Acc: 97.35% Val. Loss: 0.153 | Val. Acc: 94.00% Epoch: 119 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.096 | Train Acc: 97.65% Val. Loss: 0.152 | Val. Acc: 94.00% Epoch: 120 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.095 | Train Acc: 97.65% Val. Loss: 0.152 | Val. Acc: 94.00% Epoch: 121 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.094 | Train Acc: 97.65% Val. Loss: 0.151 | Val. Acc: 94.00% Epoch: 122 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.093 | Train Acc: 97.65% Val. Loss: 0.150 | Val. Acc: 94.00% Epoch: 123 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.093 | Train Acc: 97.65% Val. Loss: 0.150 | Val. Acc: 94.00% Epoch: 124 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.092 | Train Acc: 97.65% Val. Loss: 0.149 | Val. Acc: 94.00% Epoch: 125 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.091 | Train Acc: 97.65% Val. Loss: 0.149 | Val. Acc: 94.00% Epoch: 126 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.090 | Train Acc: 97.65% Val. Loss: 0.148 | Val. Acc: 94.00% Epoch: 127 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.089 | Train Acc: 97.65% Val. Loss: 0.147 | Val. Acc: 94.00% Epoch: 128 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.088 | Train Acc: 97.65% Val. Loss: 0.147 | Val. Acc: 94.00% Epoch: 129 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.087 | Train Acc: 97.65% Val. Loss: 0.146 | Val. Acc: 94.00% Epoch: 130 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.086 | Train Acc: 97.65% Val. Loss: 0.146 | Val. Acc: 94.00% Epoch: 131 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.085 | Train Acc: 97.65% Val. Loss: 0.145 | Val. Acc: 94.00% Epoch: 132 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.084 | Train Acc: 97.65% Val. Loss: 0.144 | Val. Acc: 94.00% Epoch: 133 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.084 | Train Acc: 97.65% Val. Loss: 0.144 | Val. Acc: 94.00% Epoch: 134 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.083 | Train Acc: 97.94% Val. Loss: 0.143 | Val. Acc: 94.00% Epoch: 135 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.082 | Train Acc: 97.94% Val. Loss: 0.142 | Val. Acc: 94.00% Epoch: 136 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.081 | Train Acc: 97.94% Val. Loss: 0.142 | Val. Acc: 94.00% Epoch: 137 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.080 | Train Acc: 97.94% Val. Loss: 0.141 | Val. Acc: 94.00% Epoch: 138 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.079 | Train Acc: 97.94% Val. Loss: 0.141 | Val. Acc: 94.00% Epoch: 139 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.078 | Train Acc: 97.94% Val. Loss: 0.140 | Val. Acc: 94.00% Epoch: 140 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.077 | Train Acc: 97.94% Val. Loss: 0.139 | Val. Acc: 94.00% Epoch: 141 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.076 | Train Acc: 97.94% Val. Loss: 0.139 | Val. Acc: 94.00% Epoch: 142 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.076 | Train Acc: 97.94% Val. Loss: 0.138 | Val. Acc: 94.00% Epoch: 143 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.075 | Train Acc: 97.94% Val. Loss: 0.138 | Val. Acc: 94.00% Epoch: 144 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.074 | Train Acc: 97.94% Val. Loss: 0.137 | Val. Acc: 94.00% Epoch: 145 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.073 | Train Acc: 97.94% Val. Loss: 0.136 | Val. Acc: 94.00% Epoch: 146 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.072 | Train Acc: 97.94% Val. Loss: 0.136 | Val. Acc: 94.00% Epoch: 147 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.071 | Train Acc: 97.94% Val. Loss: 0.135 | Val. Acc: 94.00% Epoch: 148 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.070 | Train Acc: 97.94% Val. Loss: 0.135 | Val. Acc: 94.00% Epoch: 149 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.070 | Train Acc: 97.94% Val. Loss: 0.134 | Val. Acc: 94.00% Epoch: 150 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.069 | Train Acc: 97.94% Val. Loss: 0.134 | Val. Acc: 94.00% Epoch: 151 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.068 | Train Acc: 97.94% Val. Loss: 0.133 | Val. Acc: 94.00% Epoch: 152 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.067 | Train Acc: 97.94% Val. Loss: 0.133 | Val. Acc: 95.00% Epoch: 153 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.066 | Train Acc: 97.94% Val. Loss: 0.132 | Val. Acc: 95.00% Epoch: 154 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.065 | Train Acc: 97.94% Val. Loss: 0.132 | Val. Acc: 95.00% Epoch: 155 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.065 | Train Acc: 97.94% Val. Loss: 0.131 | Val. Acc: 95.00% Epoch: 156 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.064 | Train Acc: 97.94% Val. Loss: 0.131 | Val. Acc: 95.00% Epoch: 157 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.063 | Train Acc: 97.94% Val. Loss: 0.130 | Val. Acc: 95.00% Epoch: 158 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.062 | Train Acc: 97.94% Val. Loss: 0.130 | Val. Acc: 95.00% Epoch: 159 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.061 | Train Acc: 97.94% Val. Loss: 0.129 | Val. Acc: 95.00% Epoch: 160 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.060 | Train Acc: 97.94% Val. Loss: 0.129 | Val. Acc: 95.00% Epoch: 161 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.060 | Train Acc: 97.94% Val. Loss: 0.128 | Val. Acc: 95.00% Epoch: 162 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.059 | Train Acc: 97.94% Val. Loss: 0.128 | Val. Acc: 95.00% Epoch: 163 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.058 | Train Acc: 97.94% Val. Loss: 0.127 | Val. Acc: 95.00% Epoch: 164 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.057 | Train Acc: 97.94% Val. Loss: 0.127 | Val. Acc: 95.00% Epoch: 165 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.057 | Train Acc: 97.94% Val. Loss: 0.127 | Val. Acc: 95.00% Epoch: 166 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.056 | Train Acc: 97.94% Val. Loss: 0.126 | Val. Acc: 95.00% Epoch: 167 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.055 | Train Acc: 97.94% Val. Loss: 0.126 | Val. Acc: 95.00% Epoch: 168 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.054 | Train Acc: 97.94% Val. Loss: 0.126 | Val. Acc: 95.00% Epoch: 169 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.054 | Train Acc: 97.94% Val. Loss: 0.125 | Val. Acc: 95.00% Epoch: 170 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.053 | Train Acc: 97.94% Val. Loss: 0.125 | Val. Acc: 95.00% Epoch: 171 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.052 | Train Acc: 98.24% Val. Loss: 0.125 | Val. Acc: 95.00% Epoch: 172 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.052 | Train Acc: 98.24% Val. Loss: 0.124 | Val. Acc: 95.00% Epoch: 173 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.051 | Train Acc: 98.24% Val. Loss: 0.124 | Val. Acc: 95.00% Epoch: 174 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.050 | Train Acc: 98.24% Val. Loss: 0.124 | Val. Acc: 95.00% Epoch: 175 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.049 | Train Acc: 98.24% Val. Loss: 0.123 | Val. Acc: 95.00% Epoch: 176 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.049 | Train Acc: 98.24% Val. Loss: 0.123 | Val. Acc: 95.00% Epoch: 177 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.048 | Train Acc: 98.24% Val. Loss: 0.123 | Val. Acc: 95.00% Epoch: 178 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.048 | Train Acc: 98.24% Val. Loss: 0.123 | Val. Acc: 95.00% Epoch: 179 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.047 | Train Acc: 98.24% Val. Loss: 0.122 | Val. Acc: 95.00% Epoch: 180 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.046 | Train Acc: 98.53% Val. Loss: 0.122 | Val. Acc: 95.00% Epoch: 181 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.046 | Train Acc: 98.53% Val. Loss: 0.122 | Val. Acc: 96.00% Epoch: 182 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.045 | Train Acc: 98.82% Val. Loss: 0.122 | Val. Acc: 96.00% Epoch: 183 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.045 | Train Acc: 98.82% Val. Loss: 0.122 | Val. Acc: 96.00% Epoch: 184 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.044 | Train Acc: 98.82% Val. Loss: 0.121 | Val. Acc: 96.00% Epoch: 185 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.043 | Train Acc: 98.82% Val. Loss: 0.121 | Val. Acc: 96.00% Epoch: 186 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.043 | Train Acc: 99.12% Val. Loss: 0.121 | Val. Acc: 96.00% Epoch: 187 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.042 | Train Acc: 99.12% Val. Loss: 0.121 | Val. Acc: 96.00% Epoch: 188 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.042 | Train Acc: 99.12% Val. Loss: 0.121 | Val. Acc: 96.00% Epoch: 189 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.041 | Train Acc: 99.12% Val. Loss: 0.121 | Val. Acc: 96.00% Epoch: 190 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.041 | Train Acc: 99.12% Val. Loss: 0.121 | Val. Acc: 96.00% Epoch: 191 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.040 | Train Acc: 99.12% Val. Loss: 0.120 | Val. Acc: 96.00% Epoch: 192 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.040 | Train Acc: 99.12% Val. Loss: 0.120 | Val. Acc: 96.00% Epoch: 193 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.039 | Train Acc: 99.12% Val. Loss: 0.120 | Val. Acc: 96.00% Epoch: 194 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.039 | Train Acc: 99.12% Val. Loss: 0.120 | Val. Acc: 96.00% Epoch: 195 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.038 | Train Acc: 99.12% Val. Loss: 0.120 | Val. Acc: 96.00% Epoch: 196 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.038 | Train Acc: 99.12% Val. Loss: 0.120 | Val. Acc: 96.00% Epoch: 197 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.037 | Train Acc: 99.12% Val. Loss: 0.120 | Val. Acc: 96.00% Epoch: 198 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.037 | Train Acc: 99.41% Val. Loss: 0.120 | Val. Acc: 96.00% Epoch: 199 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.036 | Train Acc: 99.41% Val. Loss: 0.120 | Val. Acc: 96.00% Epoch: 200 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.036 | Train Acc: 99.41% Val. Loss: 0.120 | Val. Acc: 96.00% Epoch: 201 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.035 | Train Acc: 99.41% Val. Loss: 0.120 | Val. Acc: 96.00% Epoch: 202 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.035 | Train Acc: 99.41% Val. Loss: 0.120 | Val. Acc: 96.00% Epoch: 203 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.034 | Train Acc: 99.41% Val. Loss: 0.120 | Val. Acc: 96.00% Epoch: 204 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.034 | Train Acc: 99.41% Val. Loss: 0.120 | Val. Acc: 96.00% Epoch: 205 | Epoch Time: 0m 0s | Early_Stopping: 1/5. Train Loss: 0.034 | Train Acc: 99.41% Val. Loss: 0.120 | Val. Acc: 96.00% Epoch: 206 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.033 | Train Acc: 99.41% Val. Loss: 0.120 | Val. Acc: 96.00% Epoch: 207 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.033 | Train Acc: 99.41% Val. Loss: 0.120 | Val. Acc: 96.00% Epoch: 208 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.032 | Train Acc: 99.71% Val. Loss: 0.120 | Val. Acc: 96.00% Epoch: 209 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.032 | Train Acc: 99.71% Val. Loss: 0.120 | Val. Acc: 96.00% Epoch: 210 | Epoch Time: 0m 0s | Early_Stopping: 1/5. Train Loss: 0.032 | Train Acc: 99.71% Val. Loss: 0.120 | Val. Acc: 96.00% Epoch: 211 | Epoch Time: 0m 0s | Early_Stopping: 2/5. Train Loss: 0.031 | Train Acc: 99.71% Val. Loss: 0.120 | Val. Acc: 96.00% Epoch: 212 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.031 | Train Acc: 99.71% Val. Loss: 0.120 | Val. Acc: 96.00% Epoch: 213 | Epoch Time: 0m 0s | Early_Stopping: 1/5. Train Loss: 0.031 | Train Acc: 99.71% Val. Loss: 0.120 | Val. Acc: 96.00% Epoch: 214 | Epoch Time: 0m 0s | Early_Stopping: 2/5. Train Loss: 0.030 | Train Acc: 99.71% Val. Loss: 0.120 | Val. Acc: 96.00% Epoch: 215 | Epoch Time: 0m 0s | Early_Stopping: 3/5. Train Loss: 0.030 | Train Acc: 99.71% Val. Loss: 0.120 | Val. Acc: 96.00% Epoch: 216 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.030 | Train Acc: 99.71% Val. Loss: 0.120 | Val. Acc: 96.00% Epoch: 217 | Epoch Time: 0m 0s | Early_Stopping: 1/5. Train Loss: 0.029 | Train Acc: 99.71% Val. Loss: 0.120 | Val. Acc: 96.00% Epoch: 218 | Epoch Time: 0m 0s | Early_Stopping: 2/5. Train Loss: 0.029 | Train Acc: 99.71% Val. Loss: 0.120 | Val. Acc: 96.00% Epoch: 219 | Epoch Time: 0m 0s | Early_Stopping: 3/5. Train Loss: 0.029 | Train Acc: 99.71% Val. Loss: 0.120 | Val. Acc: 96.00% Epoch: 220 | Epoch Time: 0m 0s | Early_Stopping: 4/5. Train Loss: 0.028 | Train Acc: 99.71% Val. Loss: 0.120 | Val. Acc: 96.00% Epoch: 221 | Epoch Time: 0m 0s | Early_Stopping: 5/5. Train Loss: 0.028 | Train Acc: 99.71% Val. Loss: 0.120 | Val. Acc: 96.00% Early stopping!
Test Loss: 0.188 | Test Acc: 96.67%
precision recall f1-score support
0 0.95 0.95 0.95 41
1 0.97 0.97 0.97 63
accuracy 0.96 104
macro avg 0.96 0.96 0.96 104
weighted avg 0.96 0.96 0.96 104
Tiempo total de entrenamiento: 0 mins, 7 segundos
En este caso, al probar con un learning rate mayor al por defecto (0.01), se tiene el mismo resultado que en la parte 1 con respecto al accuracy en el conjunto de test. Sin embargo, este caso es mejor dado que lo hace mucho más rápido. Lo anterior se debe a que se tiene un mayor movimiento dado el Learning Rate y también porque se activa el Early Stopping en aproximadamente la época 220.
model9 = MLP(INPUT_DIM, OUTPUT_DIM)
model9, res9 = entrenar_red("Modelo9",model9, 0.5, n_epocas,shuffle, MINI_BATCH)
Se entrena en: cpu Epoch: 01 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.496 | Train Acc: 54.22% Val. Loss: 1.481 | Val. Acc: 53.00% Epoch: 02 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.906 | Train Acc: 58.92% Val. Loss: 0.805 | Val. Acc: 53.00% Epoch: 03 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.416 | Train Acc: 82.45% Val. Loss: 0.220 | Val. Acc: 92.00% Epoch: 04 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.208 | Train Acc: 92.06% Val. Loss: 0.189 | Val. Acc: 95.00% Epoch: 05 | Epoch Time: 0m 0s | Early_Stopping: 1/5. Train Loss: 0.169 | Train Acc: 94.71% Val. Loss: 0.201 | Val. Acc: 95.00% Epoch: 06 | Epoch Time: 0m 0s | Early_Stopping: 2/5. Train Loss: 0.134 | Train Acc: 96.18% Val. Loss: 0.197 | Val. Acc: 95.00% Epoch: 07 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.113 | Train Acc: 97.35% Val. Loss: 0.186 | Val. Acc: 95.00% Epoch: 08 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.076 | Train Acc: 97.94% Val. Loss: 0.138 | Val. Acc: 95.00% Epoch: 09 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.046 | Train Acc: 98.82% Val. Loss: 0.134 | Val. Acc: 95.00% Epoch: 10 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.037 | Train Acc: 98.82% Val. Loss: 0.124 | Val. Acc: 95.00% Epoch: 11 | Epoch Time: 0m 0s | Early_Stopping: 1/5. Train Loss: 0.031 | Train Acc: 99.12% Val. Loss: 0.158 | Val. Acc: 95.00% Epoch: 12 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.033 | Train Acc: 98.82% Val. Loss: 0.123 | Val. Acc: 96.00% Epoch: 13 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.026 | Train Acc: 99.41% Val. Loss: 0.115 | Val. Acc: 96.00% Epoch: 14 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 0.025 | Train Acc: 99.41% Val. Loss: 0.102 | Val. Acc: 96.00% Epoch: 15 | Epoch Time: 0m 0s | Early_Stopping: 1/5. Train Loss: 0.020 | Train Acc: 99.41% Val. Loss: 0.113 | Val. Acc: 96.00% Epoch: 16 | Epoch Time: 0m 0s | Early_Stopping: 2/5. Train Loss: 0.018 | Train Acc: 99.41% Val. Loss: 0.115 | Val. Acc: 96.00% Epoch: 17 | Epoch Time: 0m 0s | Early_Stopping: 3/5. Train Loss: 0.017 | Train Acc: 99.41% Val. Loss: 0.116 | Val. Acc: 96.00% Epoch: 18 | Epoch Time: 0m 0s | Early_Stopping: 4/5. Train Loss: 0.016 | Train Acc: 99.41% Val. Loss: 0.116 | Val. Acc: 96.00% Epoch: 19 | Epoch Time: 0m 0s | Early_Stopping: 5/5. Train Loss: 0.016 | Train Acc: 99.41% Val. Loss: 0.118 | Val. Acc: 96.00% Early stopping!
Test Loss: 0.131 | Test Acc: 97.50%
precision recall f1-score support
0 0.95 0.98 0.96 41
1 0.98 0.97 0.98 63
accuracy 0.97 104
macro avg 0.97 0.97 0.97 104
weighted avg 0.97 0.97 0.97 104
Tiempo total de entrenamiento: 0 mins, 0 segundos
En este caso, se tiene el mejor resultado con un accuracy en el conjunto de test de un 97.50%. Se activa el Early Stopping tempranamente, en la época 19, teniendo un entrenamiento sumamente rápido. Se puede establecer que para este problema es mejor un learning rate de 0.5. Esto depende de cada problema y no es algo general para las redes neuronales. Al ver la matriz de confusión y las otras métricas es posible establecer que la red logra generalizar correctamente para ambas clases.
En general, se tiene que valores muy pequeños de learning rate trae consigo entrenamientos lentos y en muchos casos sin aprendes. Por el contrario, con learning rates muy grandes (más que los probados) se puede tener un resultado más rápido pero sin aprender. Con valores cercanos al defecto se obtienen buenos resultados, en particular con 0.5 se tiene un mejor resultado que la parte 1. Es importante definir bien este valor dado que depende de cada problema y tomar un valor grande puede hacer que los "pasos" al minimizar la función de pérdidas sea muy grande. Valores pequeños se traducen en no aprender.
Implementar el algoritmo de gradiente descendente estocástico de manera que los mini-batches se generen de manera aleatoria antes de cada época. Qué resultados obtienes? Discute los resultados. (Hay que explicar el fenómeno observado, dando su opinión de porqué sucede).
Graficar la función de loss con respecto a las épocas y comparar con la función de loss de la Parte 1.
Se entrenan 3 modelos (10, 11 y 12) con el parámetro shuffle = True. Se prueba con distintos valores de early stopping para ver sucede al cambiar este valor y, en definitiva, dejar la red entrenando el máximo posible sin considerar el sobre ajuste.
Los primero es probar con los valores por defecto, pero con shuffle activado.
model10 = MLP(INPUT_DIM, OUTPUT_DIM)
model10, res10 = entrenar_red("Modelo10",model10, lr, n_epocas,shuffle = True, MINI_BATCH = MINI_BATCH)
Se entrena en: cpu Epoch: 01 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.636 | Train Acc: 0.00% Val. Loss: 4.626 | Val. Acc: 0.00% Epoch: 02 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.619 | Train Acc: 0.00% Val. Loss: 4.607 | Val. Acc: 0.00% Epoch: 03 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.601 | Train Acc: 0.00% Val. Loss: 4.594 | Val. Acc: 0.00% Epoch: 04 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.583 | Train Acc: 0.00% Val. Loss: 4.580 | Val. Acc: 0.00% Epoch: 05 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.565 | Train Acc: 0.00% Val. Loss: 4.553 | Val. Acc: 0.00% Epoch: 06 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.547 | Train Acc: 0.00% Val. Loss: 4.548 | Val. Acc: 6.00% Epoch: 07 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.530 | Train Acc: 19.61% Val. Loss: 4.530 | Val. Acc: 33.67% Epoch: 08 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.512 | Train Acc: 48.24% Val. Loss: 4.507 | Val. Acc: 55.33% Epoch: 09 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.493 | Train Acc: 59.12% Val. Loss: 4.483 | Val. Acc: 64.00% Epoch: 10 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.474 | Train Acc: 61.86% Val. Loss: 4.473 | Val. Acc: 58.33% Epoch: 11 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.455 | Train Acc: 63.24% Val. Loss: 4.450 | Val. Acc: 58.33% Epoch: 12 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.437 | Train Acc: 62.65% Val. Loss: 4.433 | Val. Acc: 58.33% Epoch: 13 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.417 | Train Acc: 62.65% Val. Loss: 4.408 | Val. Acc: 64.00% Epoch: 14 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.397 | Train Acc: 62.84% Val. Loss: 4.397 | Val. Acc: 58.33% Epoch: 15 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.376 | Train Acc: 62.84% Val. Loss: 4.374 | Val. Acc: 58.33% Epoch: 16 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.355 | Train Acc: 62.84% Val. Loss: 4.354 | Val. Acc: 58.33% Epoch: 17 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.334 | Train Acc: 62.84% Val. Loss: 4.349 | Val. Acc: 52.67% Epoch: 18 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.312 | Train Acc: 62.45% Val. Loss: 4.346 | Val. Acc: 47.00% Epoch: 19 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.287 | Train Acc: 62.84% Val. Loss: 4.304 | Val. Acc: 52.67% Epoch: 20 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.263 | Train Acc: 62.65% Val. Loss: 4.263 | Val. Acc: 58.33% Epoch: 21 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.236 | Train Acc: 63.24% Val. Loss: 4.237 | Val. Acc: 58.33% Epoch: 22 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.211 | Train Acc: 62.84% Val. Loss: 4.191 | Val. Acc: 64.00% Epoch: 23 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.181 | Train Acc: 63.24% Val. Loss: 4.162 | Val. Acc: 64.00% Epoch: 24 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.154 | Train Acc: 62.65% Val. Loss: 4.158 | Val. Acc: 58.33% Epoch: 25 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.121 | Train Acc: 63.04% Val. Loss: 4.148 | Val. Acc: 52.67% Epoch: 26 | Epoch Time: 0m 0s | Early_Stopping: 1/5. Train Loss: 4.088 | Train Acc: 63.04% Val. Loss: 4.150 | Val. Acc: 47.00% Epoch: 27 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.053 | Train Acc: 63.24% Val. Loss: 4.044 | Val. Acc: 58.33% Epoch: 28 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 4.015 | Train Acc: 63.04% Val. Loss: 4.033 | Val. Acc: 58.33% Epoch: 29 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.976 | Train Acc: 62.84% Val. Loss: 3.986 | Val. Acc: 58.33% Epoch: 30 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.931 | Train Acc: 63.24% Val. Loss: 3.935 | Val. Acc: 58.33% Epoch: 31 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.885 | Train Acc: 63.04% Val. Loss: 3.920 | Val. Acc: 52.67% Epoch: 32 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.835 | Train Acc: 63.04% Val. Loss: 3.852 | Val. Acc: 58.33% Epoch: 33 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.776 | Train Acc: 63.63% Val. Loss: 3.841 | Val. Acc: 52.67% Epoch: 34 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.725 | Train Acc: 62.45% Val. Loss: 3.756 | Val. Acc: 52.67% Epoch: 35 | Epoch Time: 0m 0s | Early_Stopping: 1/5. Train Loss: 3.648 | Train Acc: 63.43% Val. Loss: 3.776 | Val. Acc: 47.00% Epoch: 36 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.580 | Train Acc: 63.24% Val. Loss: 3.586 | Val. Acc: 58.33% Epoch: 37 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.499 | Train Acc: 63.24% Val. Loss: 3.560 | Val. Acc: 52.67% Epoch: 38 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.417 | Train Acc: 62.84% Val. Loss: 3.401 | Val. Acc: 58.33% Epoch: 39 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.318 | Train Acc: 62.84% Val. Loss: 3.366 | Val. Acc: 52.67% Epoch: 40 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.200 | Train Acc: 63.43% Val. Loss: 3.233 | Val. Acc: 58.33% Epoch: 41 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 3.084 | Train Acc: 63.04% Val. Loss: 3.129 | Val. Acc: 58.33% Epoch: 42 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.951 | Train Acc: 63.04% Val. Loss: 2.888 | Val. Acc: 64.00% Epoch: 43 | Epoch Time: 0m 0s | Early_Stopping: 1/5. Train Loss: 2.815 | Train Acc: 62.84% Val. Loss: 2.988 | Val. Acc: 52.67% Epoch: 44 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.657 | Train Acc: 62.45% Val. Loss: 2.813 | Val. Acc: 52.67% Epoch: 45 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.488 | Train Acc: 62.84% Val. Loss: 2.638 | Val. Acc: 52.67% Epoch: 46 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.318 | Train Acc: 63.04% Val. Loss: 2.186 | Val. Acc: 64.00% Epoch: 47 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 2.147 | Train Acc: 63.24% Val. Loss: 1.989 | Val. Acc: 64.00% Epoch: 48 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.987 | Train Acc: 63.24% Val. Loss: 1.957 | Val. Acc: 64.00% Epoch: 49 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.863 | Train Acc: 63.04% Val. Loss: 1.914 | Val. Acc: 58.33% Epoch: 50 | Epoch Time: 0m 0s | Early_Stopping: 1/5. Train Loss: 1.746 | Train Acc: 63.04% Val. Loss: 2.024 | Val. Acc: 52.67% Epoch: 51 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.646 | Train Acc: 63.24% Val. Loss: 1.637 | Val. Acc: 64.00% Epoch: 52 | Epoch Time: 0m 0s | Early_Stopping: 1/5. Train Loss: 1.577 | Train Acc: 62.65% Val. Loss: 1.878 | Val. Acc: 52.67% Epoch: 53 | Epoch Time: 0m 0s | Early_Stopping: 2/5. Train Loss: 1.487 | Train Acc: 63.24% Val. Loss: 1.794 | Val. Acc: 52.67% Epoch: 54 | Epoch Time: 0m 0s | Early_Stopping: 3/5. Train Loss: 1.415 | Train Acc: 63.63% Val. Loss: 1.649 | Val. Acc: 58.33% Epoch: 55 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.375 | Train Acc: 63.04% Val. Loss: 1.565 | Val. Acc: 58.33% Epoch: 56 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.311 | Train Acc: 63.43% Val. Loss: 1.462 | Val. Acc: 58.33% Epoch: 57 | Epoch Time: 0m 0s | Early_Stopping: 0/5. Train Loss: 1.280 | Train Acc: 62.65% Val. Loss: 1.220 | Val. Acc: 64.00% Epoch: 58 | Epoch Time: 0m 0s | Early_Stopping: 1/5. Train Loss: 1.230 | Train Acc: 62.65% Val. Loss: 1.481 | Val. Acc: 52.67% Epoch: 59 | Epoch Time: 0m 0s | Early_Stopping: 2/5. Train Loss: 1.189 | Train Acc: 62.45% Val. Loss: 1.257 | Val. Acc: 58.33% Epoch: 60 | Epoch Time: 0m 0s | Early_Stopping: 3/5. Train Loss: 1.125 | Train Acc: 63.24% Val. Loss: 1.364 | Val. Acc: 52.67% Epoch: 61 | Epoch Time: 0m 0s | Early_Stopping: 4/5. Train Loss: 1.092 | Train Acc: 62.84% Val. Loss: 1.402 | Val. Acc: 52.67% Epoch: 62 | Epoch Time: 0m 0s | Early_Stopping: 5/5. Train Loss: 1.057 | Train Acc: 62.65% Val. Loss: 1.250 | Val. Acc: 52.67% Early stopping!
Test Loss: 1.028 | Test Acc: 62.50%
precision recall f1-score support
0 0.00 0.00 0.00 41
1 0.61 1.00 0.75 63
accuracy 0.61 104
macro avg 0.30 0.50 0.38 104
weighted avg 0.37 0.61 0.46 104
Tiempo total de entrenamiento: 0 mins, 2 segundos
C:\Users\mvarasg\anaconda3\Lib\site-packages\sklearn\metrics\_classification.py:1469: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior. C:\Users\mvarasg\anaconda3\Lib\site-packages\sklearn\metrics\_classification.py:1469: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior. C:\Users\mvarasg\anaconda3\Lib\site-packages\sklearn\metrics\_classification.py:1469: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
Es posible ver que el resultado es muy malo, dado que el early stopping se activa muy rápido dada la característica variación del loss en el conjunto de test. Es posible ver que al escoger aleatoriamente los batches el resultado en teoría debería ser más representativo de los datos si estos estuvieran mal ordenados de antemano. La matriz de confusión muestra que solo aprende la clase 1.
Se prueba con un valor de early stopping un poco mayor, con el fin de evindenciar el efecto de hacer shuffle.
model11 = MLP(INPUT_DIM, OUTPUT_DIM)
model11, res11 = entrenar_red("Modelo11",model11, lr, n_epocas,shuffle = True, MINI_BATCH = MINI_BATCH, early_stopping = 20)
Se entrena en: cpu Epoch: 01 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 4.617 | Train Acc: 0.00% Val. Loss: 4.610 | Val. Acc: 0.00% Epoch: 02 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 4.600 | Train Acc: 0.00% Val. Loss: 4.597 | Val. Acc: 0.00% Epoch: 03 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 4.582 | Train Acc: 0.00% Val. Loss: 4.578 | Val. Acc: 0.00% Epoch: 04 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 4.564 | Train Acc: 0.00% Val. Loss: 4.560 | Val. Acc: 0.00% Epoch: 05 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 4.547 | Train Acc: 5.49% Val. Loss: 4.544 | Val. Acc: 11.00% Epoch: 06 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 4.529 | Train Acc: 20.29% Val. Loss: 4.529 | Val. Acc: 28.67% Epoch: 07 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 4.511 | Train Acc: 40.78% Val. Loss: 4.506 | Val. Acc: 48.33% Epoch: 08 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 4.492 | Train Acc: 58.24% Val. Loss: 4.490 | Val. Acc: 56.33% Epoch: 09 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 4.474 | Train Acc: 62.45% Val. Loss: 4.482 | Val. Acc: 52.67% Epoch: 10 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 4.455 | Train Acc: 63.24% Val. Loss: 4.452 | Val. Acc: 64.00% Epoch: 11 | Epoch Time: 0m 0s | Early_Stopping: 1/20. Train Loss: 4.436 | Train Acc: 63.04% Val. Loss: 4.454 | Val. Acc: 47.00% Epoch: 12 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 4.417 | Train Acc: 63.04% Val. Loss: 4.401 | Val. Acc: 64.00% Epoch: 13 | Epoch Time: 0m 0s | Early_Stopping: 1/20. Train Loss: 4.397 | Train Acc: 62.45% Val. Loss: 4.412 | Val. Acc: 52.67% Epoch: 14 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 4.375 | Train Acc: 63.04% Val. Loss: 4.377 | Val. Acc: 58.33% Epoch: 15 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 4.354 | Train Acc: 62.65% Val. Loss: 4.354 | Val. Acc: 58.33% Epoch: 16 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 4.330 | Train Acc: 63.43% Val. Loss: 4.331 | Val. Acc: 58.33% Epoch: 17 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 4.308 | Train Acc: 62.65% Val. Loss: 4.299 | Val. Acc: 58.33% Epoch: 18 | Epoch Time: 0m 0s | Early_Stopping: 1/20. Train Loss: 4.283 | Train Acc: 62.84% Val. Loss: 4.308 | Val. Acc: 52.67% Epoch: 19 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 4.258 | Train Acc: 62.84% Val. Loss: 4.258 | Val. Acc: 58.33% Epoch: 20 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 4.234 | Train Acc: 62.06% Val. Loss: 4.252 | Val. Acc: 52.67% Epoch: 21 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 4.202 | Train Acc: 63.04% Val. Loss: 4.212 | Val. Acc: 58.33% Epoch: 22 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 4.171 | Train Acc: 63.24% Val. Loss: 4.179 | Val. Acc: 58.33% Epoch: 23 | Epoch Time: 0m 0s | Early_Stopping: 1/20. Train Loss: 4.142 | Train Acc: 62.25% Val. Loss: 4.194 | Val. Acc: 47.00% Epoch: 24 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 4.107 | Train Acc: 62.65% Val. Loss: 4.111 | Val. Acc: 58.33% Epoch: 25 | Epoch Time: 0m 0s | Early_Stopping: 1/20. Train Loss: 4.070 | Train Acc: 62.84% Val. Loss: 4.123 | Val. Acc: 47.00% Epoch: 26 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 4.032 | Train Acc: 62.45% Val. Loss: 4.056 | Val. Acc: 52.67% Epoch: 27 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 3.987 | Train Acc: 62.84% Val. Loss: 4.011 | Val. Acc: 52.67% Epoch: 28 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 3.937 | Train Acc: 63.43% Val. Loss: 3.986 | Val. Acc: 52.67% Epoch: 29 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 3.889 | Train Acc: 62.84% Val. Loss: 3.899 | Val. Acc: 58.33% Epoch: 30 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 3.837 | Train Acc: 62.45% Val. Loss: 3.829 | Val. Acc: 64.00% Epoch: 31 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 3.773 | Train Acc: 63.04% Val. Loss: 3.733 | Val. Acc: 64.00% Epoch: 32 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 3.703 | Train Acc: 63.24% Val. Loss: 3.711 | Val. Acc: 58.33% Epoch: 33 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 3.636 | Train Acc: 62.45% Val. Loss: 3.703 | Val. Acc: 52.67% Epoch: 34 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 3.551 | Train Acc: 62.65% Val. Loss: 3.537 | Val. Acc: 58.33% Epoch: 35 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 3.453 | Train Acc: 63.24% Val. Loss: 3.472 | Val. Acc: 58.33% Epoch: 36 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 3.351 | Train Acc: 63.04% Val. Loss: 3.445 | Val. Acc: 52.67% Epoch: 37 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 3.232 | Train Acc: 63.24% Val. Loss: 3.325 | Val. Acc: 52.67% Epoch: 38 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 3.106 | Train Acc: 62.84% Val. Loss: 3.144 | Val. Acc: 58.33% Epoch: 39 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 2.962 | Train Acc: 63.04% Val. Loss: 3.068 | Val. Acc: 52.67% Epoch: 40 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 2.799 | Train Acc: 63.24% Val. Loss: 2.768 | Val. Acc: 58.33% Epoch: 41 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 2.630 | Train Acc: 63.04% Val. Loss: 2.694 | Val. Acc: 52.67% Epoch: 42 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 2.452 | Train Acc: 62.84% Val. Loss: 2.500 | Val. Acc: 58.33% Epoch: 43 | Epoch Time: 0m 0s | Early_Stopping: 1/20. Train Loss: 2.259 | Train Acc: 63.04% Val. Loss: 2.541 | Val. Acc: 47.00% Epoch: 44 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 2.066 | Train Acc: 63.43% Val. Loss: 2.173 | Val. Acc: 58.33% Epoch: 45 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 1.914 | Train Acc: 63.04% Val. Loss: 1.949 | Val. Acc: 58.33% Epoch: 46 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 1.764 | Train Acc: 63.24% Val. Loss: 1.888 | Val. Acc: 58.33% Epoch: 47 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 1.643 | Train Acc: 63.24% Val. Loss: 1.705 | Val. Acc: 58.33% Epoch: 48 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 1.575 | Train Acc: 62.25% Val. Loss: 1.516 | Val. Acc: 64.00% Epoch: 49 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 1.490 | Train Acc: 62.45% Val. Loss: 1.449 | Val. Acc: 64.00% Epoch: 50 | Epoch Time: 0m 0s | Early_Stopping: 1/20. Train Loss: 1.401 | Train Acc: 62.84% Val. Loss: 1.523 | Val. Acc: 58.33% Epoch: 51 | Epoch Time: 0m 0s | Early_Stopping: 2/20. Train Loss: 1.330 | Train Acc: 63.24% Val. Loss: 1.749 | Val. Acc: 47.00% Epoch: 52 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 1.285 | Train Acc: 62.65% Val. Loss: 1.376 | Val. Acc: 58.33% Epoch: 53 | Epoch Time: 0m 0s | Early_Stopping: 1/20. Train Loss: 1.228 | Train Acc: 62.84% Val. Loss: 1.439 | Val. Acc: 58.33% Epoch: 54 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 1.182 | Train Acc: 62.65% Val. Loss: 1.256 | Val. Acc: 58.33% Epoch: 55 | Epoch Time: 0m 0s | Early_Stopping: 1/20. Train Loss: 1.134 | Train Acc: 62.84% Val. Loss: 1.357 | Val. Acc: 52.67% Epoch: 56 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 1.092 | Train Acc: 62.45% Val. Loss: 1.240 | Val. Acc: 58.33% Epoch: 57 | Epoch Time: 0m 0s | Early_Stopping: 1/20. Train Loss: 1.037 | Train Acc: 63.04% Val. Loss: 1.277 | Val. Acc: 52.67% Epoch: 58 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 1.000 | Train Acc: 62.84% Val. Loss: 1.075 | Val. Acc: 58.33% Epoch: 59 | Epoch Time: 0m 0s | Early_Stopping: 1/20. Train Loss: 0.958 | Train Acc: 63.24% Val. Loss: 1.077 | Val. Acc: 58.33% Epoch: 60 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 0.928 | Train Acc: 63.04% Val. Loss: 1.021 | Val. Acc: 58.33% Epoch: 61 | Epoch Time: 0m 0s | Early_Stopping: 1/20. Train Loss: 0.894 | Train Acc: 63.24% Val. Loss: 1.025 | Val. Acc: 58.33% Epoch: 62 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 0.870 | Train Acc: 63.04% Val. Loss: 0.987 | Val. Acc: 58.33% Epoch: 63 | Epoch Time: 0m 0s | Early_Stopping: 1/20. Train Loss: 0.839 | Train Acc: 63.63% Val. Loss: 1.005 | Val. Acc: 52.67% Epoch: 64 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 0.827 | Train Acc: 63.04% Val. Loss: 0.903 | Val. Acc: 58.33% Epoch: 65 | Epoch Time: 0m 0s | Early_Stopping: 1/20. Train Loss: 0.808 | Train Acc: 63.24% Val. Loss: 0.910 | Val. Acc: 58.33% Epoch: 66 | Epoch Time: 0m 0s | Early_Stopping: 2/20. Train Loss: 0.802 | Train Acc: 62.45% Val. Loss: 0.957 | Val. Acc: 52.67% Epoch: 67 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 0.776 | Train Acc: 63.24% Val. Loss: 0.845 | Val. Acc: 58.33% Epoch: 68 | Epoch Time: 0m 0s | Early_Stopping: 1/20. Train Loss: 0.770 | Train Acc: 62.65% Val. Loss: 0.912 | Val. Acc: 52.67% Epoch: 69 | Epoch Time: 0m 0s | Early_Stopping: 2/20. Train Loss: 0.755 | Train Acc: 62.84% Val. Loss: 0.957 | Val. Acc: 47.00% Epoch: 70 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 0.747 | Train Acc: 62.84% Val. Loss: 0.753 | Val. Acc: 64.00% Epoch: 71 | Epoch Time: 0m 0s | Early_Stopping: 1/20. Train Loss: 0.734 | Train Acc: 63.24% Val. Loss: 0.807 | Val. Acc: 58.33% Epoch: 72 | Epoch Time: 0m 0s | Early_Stopping: 2/20. Train Loss: 0.730 | Train Acc: 62.84% Val. Loss: 0.832 | Val. Acc: 52.67% Epoch: 73 | Epoch Time: 0m 0s | Early_Stopping: 3/20. Train Loss: 0.725 | Train Acc: 62.45% Val. Loss: 0.815 | Val. Acc: 58.33% Epoch: 74 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 0.712 | Train Acc: 62.84% Val. Loss: 0.706 | Val. Acc: 64.00% Epoch: 75 | Epoch Time: 0m 0s | Early_Stopping: 1/20. Train Loss: 0.705 | Train Acc: 63.04% Val. Loss: 0.789 | Val. Acc: 58.33% Epoch: 76 | Epoch Time: 0m 0s | Early_Stopping: 2/20. Train Loss: 0.701 | Train Acc: 62.84% Val. Loss: 0.746 | Val. Acc: 58.33% Epoch: 77 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 0.685 | Train Acc: 63.63% Val. Loss: 0.695 | Val. Acc: 64.00% Epoch: 78 | Epoch Time: 0m 0s | Early_Stopping: 1/20. Train Loss: 0.686 | Train Acc: 63.04% Val. Loss: 0.803 | Val. Acc: 52.67% Epoch: 79 | Epoch Time: 0m 0s | Early_Stopping: 2/20. Train Loss: 0.683 | Train Acc: 62.84% Val. Loss: 0.803 | Val. Acc: 52.67% Epoch: 80 | Epoch Time: 0m 0s | Early_Stopping: 3/20. Train Loss: 0.682 | Train Acc: 62.45% Val. Loss: 0.790 | Val. Acc: 52.67% Epoch: 81 | Epoch Time: 0m 0s | Early_Stopping: 4/20. Train Loss: 0.670 | Train Acc: 63.24% Val. Loss: 0.753 | Val. Acc: 52.67% Epoch: 82 | Epoch Time: 0m 0s | Early_Stopping: 5/20. Train Loss: 0.665 | Train Acc: 63.24% Val. Loss: 0.723 | Val. Acc: 58.33% Epoch: 83 | Epoch Time: 0m 0s | Early_Stopping: 6/20. Train Loss: 0.667 | Train Acc: 62.45% Val. Loss: 0.744 | Val. Acc: 58.33% Epoch: 84 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 0.666 | Train Acc: 62.25% Val. Loss: 0.687 | Val. Acc: 64.00% Epoch: 85 | Epoch Time: 0m 0s | Early_Stopping: 1/20. Train Loss: 0.659 | Train Acc: 62.65% Val. Loss: 0.754 | Val. Acc: 52.67% Epoch: 86 | Epoch Time: 0m 0s | Early_Stopping: 2/20. Train Loss: 0.651 | Train Acc: 63.24% Val. Loss: 0.765 | Val. Acc: 52.67% Epoch: 87 | Epoch Time: 0m 0s | Early_Stopping: 3/20. Train Loss: 0.644 | Train Acc: 63.43% Val. Loss: 0.703 | Val. Acc: 58.33% Epoch: 88 | Epoch Time: 0m 0s | Early_Stopping: 4/20. Train Loss: 0.645 | Train Acc: 63.04% Val. Loss: 0.762 | Val. Acc: 52.67% Epoch: 89 | Epoch Time: 0m 0s | Early_Stopping: 5/20. Train Loss: 0.644 | Train Acc: 62.84% Val. Loss: 0.769 | Val. Acc: 47.00% Epoch: 90 | Epoch Time: 0m 0s | Early_Stopping: 6/20. Train Loss: 0.640 | Train Acc: 63.04% Val. Loss: 0.783 | Val. Acc: 47.00% Epoch: 91 | Epoch Time: 0m 0s | Early_Stopping: 7/20. Train Loss: 0.639 | Train Acc: 62.84% Val. Loss: 0.739 | Val. Acc: 52.67% Epoch: 92 | Epoch Time: 0m 0s | Early_Stopping: 8/20. Train Loss: 0.636 | Train Acc: 62.84% Val. Loss: 0.718 | Val. Acc: 52.67% Epoch: 93 | Epoch Time: 0m 0s | Early_Stopping: 9/20. Train Loss: 0.630 | Train Acc: 63.24% Val. Loss: 0.731 | Val. Acc: 52.67% Epoch: 94 | Epoch Time: 0m 0s | Early_Stopping: 10/20. Train Loss: 0.631 | Train Acc: 62.84% Val. Loss: 0.702 | Val. Acc: 52.67% Epoch: 95 | Epoch Time: 0m 0s | Early_Stopping: 11/20. Train Loss: 0.630 | Train Acc: 62.65% Val. Loss: 0.688 | Val. Acc: 58.33% Epoch: 96 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 0.626 | Train Acc: 62.84% Val. Loss: 0.674 | Val. Acc: 58.33% Epoch: 97 | Epoch Time: 0m 0s | Early_Stopping: 1/20. Train Loss: 0.624 | Train Acc: 62.65% Val. Loss: 0.705 | Val. Acc: 52.67% Epoch: 98 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 0.623 | Train Acc: 62.65% Val. Loss: 0.673 | Val. Acc: 58.33% Epoch: 99 | Epoch Time: 0m 0s | Early_Stopping: 1/20. Train Loss: 0.615 | Train Acc: 63.24% Val. Loss: 0.708 | Val. Acc: 52.67% Epoch: 100 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 0.615 | Train Acc: 63.04% Val. Loss: 0.663 | Val. Acc: 58.33% Epoch: 101 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 0.616 | Train Acc: 62.65% Val. Loss: 0.659 | Val. Acc: 58.33% Epoch: 102 | Epoch Time: 0m 0s | Early_Stopping: 1/20. Train Loss: 0.610 | Train Acc: 63.24% Val. Loss: 0.732 | Val. Acc: 47.00% Epoch: 103 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 0.611 | Train Acc: 62.84% Val. Loss: 0.586 | Val. Acc: 64.00% Epoch: 104 | Epoch Time: 0m 0s | Early_Stopping: 1/20. Train Loss: 0.607 | Train Acc: 63.24% Val. Loss: 0.651 | Val. Acc: 58.33% Epoch: 105 | Epoch Time: 0m 0s | Early_Stopping: 2/20. Train Loss: 0.608 | Train Acc: 62.65% Val. Loss: 0.639 | Val. Acc: 58.33% Epoch: 106 | Epoch Time: 0m 0s | Early_Stopping: 3/20. Train Loss: 0.604 | Train Acc: 63.04% Val. Loss: 0.677 | Val. Acc: 52.67% Epoch: 107 | Epoch Time: 0m 0s | Early_Stopping: 4/20. Train Loss: 0.605 | Train Acc: 62.84% Val. Loss: 0.691 | Val. Acc: 52.67% Epoch: 108 | Epoch Time: 0m 0s | Early_Stopping: 5/20. Train Loss: 0.603 | Train Acc: 62.65% Val. Loss: 0.636 | Val. Acc: 58.33% Epoch: 109 | Epoch Time: 0m 0s | Early_Stopping: 6/20. Train Loss: 0.597 | Train Acc: 63.24% Val. Loss: 0.676 | Val. Acc: 52.67% Epoch: 110 | Epoch Time: 0m 0s | Early_Stopping: 7/20. Train Loss: 0.601 | Train Acc: 62.65% Val. Loss: 0.634 | Val. Acc: 58.33% Epoch: 111 | Epoch Time: 0m 0s | Early_Stopping: 8/20. Train Loss: 0.598 | Train Acc: 62.65% Val. Loss: 0.636 | Val. Acc: 58.33% Epoch: 112 | Epoch Time: 0m 0s | Early_Stopping: 9/20. Train Loss: 0.595 | Train Acc: 62.84% Val. Loss: 0.676 | Val. Acc: 52.67% Epoch: 113 | Epoch Time: 0m 0s | Early_Stopping: 10/20. Train Loss: 0.594 | Train Acc: 62.84% Val. Loss: 0.707 | Val. Acc: 47.00% Epoch: 114 | Epoch Time: 0m 0s | Early_Stopping: 11/20. Train Loss: 0.590 | Train Acc: 63.24% Val. Loss: 0.660 | Val. Acc: 52.67% Epoch: 115 | Epoch Time: 0m 0s | Early_Stopping: 12/20. Train Loss: 0.586 | Train Acc: 63.43% Val. Loss: 0.656 | Val. Acc: 52.67% Epoch: 116 | Epoch Time: 0m 0s | Early_Stopping: 13/20. Train Loss: 0.587 | Train Acc: 63.04% Val. Loss: 0.652 | Val. Acc: 52.67% Epoch: 117 | Epoch Time: 0m 0s | Early_Stopping: 14/20. Train Loss: 0.587 | Train Acc: 62.84% Val. Loss: 0.686 | Val. Acc: 47.00% Epoch: 118 | Epoch Time: 0m 0s | Early_Stopping: 15/20. Train Loss: 0.581 | Train Acc: 63.43% Val. Loss: 0.611 | Val. Acc: 58.33% Epoch: 119 | Epoch Time: 0m 0s | Early_Stopping: 16/20. Train Loss: 0.580 | Train Acc: 63.43% Val. Loss: 0.605 | Val. Acc: 58.33% Epoch: 120 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 0.581 | Train Acc: 63.24% Val. Loss: 0.578 | Val. Acc: 64.00% Epoch: 121 | Epoch Time: 0m 0s | Early_Stopping: 1/20. Train Loss: 0.584 | Train Acc: 62.45% Val. Loss: 0.610 | Val. Acc: 58.33% Epoch: 122 | Epoch Time: 0m 0s | Early_Stopping: 2/20. Train Loss: 0.580 | Train Acc: 63.04% Val. Loss: 0.607 | Val. Acc: 58.33% Epoch: 123 | Epoch Time: 0m 0s | Early_Stopping: 3/20. Train Loss: 0.577 | Train Acc: 63.04% Val. Loss: 0.649 | Val. Acc: 52.67% Epoch: 124 | Epoch Time: 0m 0s | Early_Stopping: 4/20. Train Loss: 0.576 | Train Acc: 63.04% Val. Loss: 0.638 | Val. Acc: 52.67% Epoch: 125 | Epoch Time: 0m 0s | Early_Stopping: 5/20. Train Loss: 0.579 | Train Acc: 62.65% Val. Loss: 0.658 | Val. Acc: 52.67% Epoch: 126 | Epoch Time: 0m 0s | Early_Stopping: 6/20. Train Loss: 0.574 | Train Acc: 63.04% Val. Loss: 0.680 | Val. Acc: 47.00% Epoch: 127 | Epoch Time: 0m 0s | Early_Stopping: 7/20. Train Loss: 0.571 | Train Acc: 63.04% Val. Loss: 0.611 | Val. Acc: 58.33% Epoch: 128 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 0.570 | Train Acc: 63.04% Val. Loss: 0.541 | Val. Acc: 64.00% Epoch: 129 | Epoch Time: 0m 0s | Early_Stopping: 1/20. Train Loss: 0.568 | Train Acc: 63.24% Val. Loss: 0.638 | Val. Acc: 52.67% Epoch: 130 | Epoch Time: 0m 0s | Early_Stopping: 2/20. Train Loss: 0.565 | Train Acc: 63.24% Val. Loss: 0.557 | Val. Acc: 64.00% Epoch: 131 | Epoch Time: 0m 0s | Early_Stopping: 3/20. Train Loss: 0.566 | Train Acc: 63.04% Val. Loss: 0.593 | Val. Acc: 58.33% Epoch: 132 | Epoch Time: 0m 0s | Early_Stopping: 4/20. Train Loss: 0.563 | Train Acc: 63.24% Val. Loss: 0.575 | Val. Acc: 58.33% Epoch: 133 | Epoch Time: 0m 0s | Early_Stopping: 5/20. Train Loss: 0.564 | Train Acc: 62.84% Val. Loss: 0.592 | Val. Acc: 58.33% Epoch: 134 | Epoch Time: 0m 0s | Early_Stopping: 6/20. Train Loss: 0.564 | Train Acc: 62.65% Val. Loss: 0.625 | Val. Acc: 52.67% Epoch: 135 | Epoch Time: 0m 0s | Early_Stopping: 7/20. Train Loss: 0.563 | Train Acc: 62.65% Val. Loss: 0.638 | Val. Acc: 52.67% Epoch: 136 | Epoch Time: 0m 0s | Early_Stopping: 8/20. Train Loss: 0.566 | Train Acc: 62.06% Val. Loss: 0.670 | Val. Acc: 47.00% Epoch: 137 | Epoch Time: 0m 0s | Early_Stopping: 9/20. Train Loss: 0.557 | Train Acc: 63.24% Val. Loss: 0.643 | Val. Acc: 52.67% Epoch: 138 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 0.554 | Train Acc: 63.24% Val. Loss: 0.534 | Val. Acc: 64.00% Epoch: 139 | Epoch Time: 0m 0s | Early_Stopping: 1/20. Train Loss: 0.555 | Train Acc: 63.04% Val. Loss: 0.617 | Val. Acc: 52.67% Epoch: 140 | Epoch Time: 0m 0s | Early_Stopping: 2/20. Train Loss: 0.557 | Train Acc: 62.65% Val. Loss: 0.571 | Val. Acc: 58.33% Epoch: 141 | Epoch Time: 0m 0s | Early_Stopping: 3/20. Train Loss: 0.552 | Train Acc: 63.24% Val. Loss: 0.604 | Val. Acc: 58.33% Epoch: 142 | Epoch Time: 0m 0s | Early_Stopping: 4/20. Train Loss: 0.547 | Train Acc: 63.63% Val. Loss: 0.598 | Val. Acc: 52.67% Epoch: 143 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 0.551 | Train Acc: 62.84% Val. Loss: 0.531 | Val. Acc: 64.00% Epoch: 144 | Epoch Time: 0m 0s | Early_Stopping: 1/20. Train Loss: 0.547 | Train Acc: 63.24% Val. Loss: 0.642 | Val. Acc: 47.00% Epoch: 145 | Epoch Time: 0m 0s | Early_Stopping: 2/20. Train Loss: 0.553 | Train Acc: 62.25% Val. Loss: 0.586 | Val. Acc: 58.33% Epoch: 146 | Epoch Time: 0m 0s | Early_Stopping: 3/20. Train Loss: 0.548 | Train Acc: 62.45% Val. Loss: 0.595 | Val. Acc: 52.67% Epoch: 147 | Epoch Time: 0m 0s | Early_Stopping: 4/20. Train Loss: 0.544 | Train Acc: 63.04% Val. Loss: 0.590 | Val. Acc: 58.33% Epoch: 148 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 0.543 | Train Acc: 63.04% Val. Loss: 0.526 | Val. Acc: 64.00% Epoch: 149 | Epoch Time: 0m 0s | Early_Stopping: 1/20. Train Loss: 0.540 | Train Acc: 63.24% Val. Loss: 0.592 | Val. Acc: 52.67% Epoch: 150 | Epoch Time: 0m 0s | Early_Stopping: 2/20. Train Loss: 0.539 | Train Acc: 63.24% Val. Loss: 0.561 | Val. Acc: 58.33% Epoch: 151 | Epoch Time: 0m 0s | Early_Stopping: 3/20. Train Loss: 0.543 | Train Acc: 62.45% Val. Loss: 0.550 | Val. Acc: 64.00% Epoch: 152 | Epoch Time: 0m 0s | Early_Stopping: 4/20. Train Loss: 0.539 | Train Acc: 62.84% Val. Loss: 0.582 | Val. Acc: 58.33% Epoch: 153 | Epoch Time: 0m 0s | Early_Stopping: 5/20. Train Loss: 0.538 | Train Acc: 63.43% Val. Loss: 0.572 | Val. Acc: 52.67% Epoch: 154 | Epoch Time: 0m 0s | Early_Stopping: 6/20. Train Loss: 0.534 | Train Acc: 63.63% Val. Loss: 0.583 | Val. Acc: 52.67% Epoch: 155 | Epoch Time: 0m 0s | Early_Stopping: 7/20. Train Loss: 0.533 | Train Acc: 63.82% Val. Loss: 0.548 | Val. Acc: 58.33% Epoch: 156 | Epoch Time: 0m 0s | Early_Stopping: 8/20. Train Loss: 0.531 | Train Acc: 63.63% Val. Loss: 0.595 | Val. Acc: 52.67% Epoch: 157 | Epoch Time: 0m 0s | Early_Stopping: 9/20. Train Loss: 0.530 | Train Acc: 64.12% Val. Loss: 0.557 | Val. Acc: 57.33% Epoch: 158 | Epoch Time: 0m 0s | Early_Stopping: 10/20. Train Loss: 0.531 | Train Acc: 63.63% Val. Loss: 0.561 | Val. Acc: 57.33% Epoch: 159 | Epoch Time: 0m 0s | Early_Stopping: 11/20. Train Loss: 0.526 | Train Acc: 64.02% Val. Loss: 0.555 | Val. Acc: 57.33% Epoch: 160 | Epoch Time: 0m 0s | Early_Stopping: 12/20. Train Loss: 0.530 | Train Acc: 63.04% Val. Loss: 0.551 | Val. Acc: 57.33% Epoch: 161 | Epoch Time: 0m 0s | Early_Stopping: 13/20. Train Loss: 0.527 | Train Acc: 63.92% Val. Loss: 0.571 | Val. Acc: 51.67% Epoch: 162 | Epoch Time: 0m 0s | Early_Stopping: 14/20. Train Loss: 0.524 | Train Acc: 63.92% Val. Loss: 0.535 | Val. Acc: 57.33% Epoch: 163 | Epoch Time: 0m 0s | Early_Stopping: 15/20. Train Loss: 0.520 | Train Acc: 64.31% Val. Loss: 0.572 | Val. Acc: 51.67% Epoch: 164 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 0.522 | Train Acc: 64.12% Val. Loss: 0.509 | Val. Acc: 67.00% Epoch: 165 | Epoch Time: 0m 0s | Early_Stopping: 1/20. Train Loss: 0.520 | Train Acc: 64.12% Val. Loss: 0.618 | Val. Acc: 50.00% Epoch: 166 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 0.515 | Train Acc: 65.49% Val. Loss: 0.498 | Val. Acc: 64.00% Epoch: 167 | Epoch Time: 0m 0s | Early_Stopping: 1/20. Train Loss: 0.515 | Train Acc: 64.22% Val. Loss: 0.541 | Val. Acc: 61.33% Epoch: 168 | Epoch Time: 0m 0s | Early_Stopping: 2/20. Train Loss: 0.516 | Train Acc: 65.78% Val. Loss: 0.564 | Val. Acc: 55.67% Epoch: 169 | Epoch Time: 0m 0s | Early_Stopping: 3/20. Train Loss: 0.514 | Train Acc: 65.10% Val. Loss: 0.522 | Val. Acc: 61.33% Epoch: 170 | Epoch Time: 0m 0s | Early_Stopping: 4/20. Train Loss: 0.512 | Train Acc: 65.49% Val. Loss: 0.563 | Val. Acc: 62.33% Epoch: 171 | Epoch Time: 0m 0s | Early_Stopping: 5/20. Train Loss: 0.508 | Train Acc: 65.78% Val. Loss: 0.557 | Val. Acc: 56.67% Epoch: 172 | Epoch Time: 0m 0s | Early_Stopping: 6/20. Train Loss: 0.511 | Train Acc: 65.49% Val. Loss: 0.573 | Val. Acc: 67.67% Epoch: 173 | Epoch Time: 0m 0s | Early_Stopping: 7/20. Train Loss: 0.509 | Train Acc: 70.20% Val. Loss: 0.530 | Val. Acc: 79.00% Epoch: 174 | Epoch Time: 0m 0s | Early_Stopping: 8/20. Train Loss: 0.505 | Train Acc: 72.35% Val. Loss: 0.537 | Val. Acc: 73.33% Epoch: 175 | Epoch Time: 0m 0s | Early_Stopping: 9/20. Train Loss: 0.503 | Train Acc: 74.02% Val. Loss: 0.527 | Val. Acc: 76.00% Epoch: 176 | Epoch Time: 0m 0s | Early_Stopping: 10/20. Train Loss: 0.504 | Train Acc: 70.88% Val. Loss: 0.534 | Val. Acc: 74.33% Epoch: 177 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 0.504 | Train Acc: 75.69% Val. Loss: 0.465 | Val. Acc: 80.00% Epoch: 178 | Epoch Time: 0m 0s | Early_Stopping: 1/20. Train Loss: 0.500 | Train Acc: 73.63% Val. Loss: 0.526 | Val. Acc: 74.33% Epoch: 179 | Epoch Time: 0m 0s | Early_Stopping: 2/20. Train Loss: 0.499 | Train Acc: 76.86% Val. Loss: 0.490 | Val. Acc: 80.00% Epoch: 180 | Epoch Time: 0m 0s | Early_Stopping: 3/20. Train Loss: 0.496 | Train Acc: 76.27% Val. Loss: 0.501 | Val. Acc: 80.00% Epoch: 181 | Epoch Time: 0m 0s | Early_Stopping: 4/20. Train Loss: 0.495 | Train Acc: 77.35% Val. Loss: 0.496 | Val. Acc: 74.33% Epoch: 182 | Epoch Time: 0m 0s | Early_Stopping: 5/20. Train Loss: 0.493 | Train Acc: 77.75% Val. Loss: 0.563 | Val. Acc: 68.67% Epoch: 183 | Epoch Time: 0m 0s | Early_Stopping: 6/20. Train Loss: 0.494 | Train Acc: 77.55% Val. Loss: 0.549 | Val. Acc: 74.33% Epoch: 184 | Epoch Time: 0m 0s | Early_Stopping: 7/20. Train Loss: 0.490 | Train Acc: 78.04% Val. Loss: 0.478 | Val. Acc: 80.00% Epoch: 185 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 0.490 | Train Acc: 77.25% Val. Loss: 0.464 | Val. Acc: 80.00% Epoch: 186 | Epoch Time: 0m 0s | Early_Stopping: 1/20. Train Loss: 0.487 | Train Acc: 77.55% Val. Loss: 0.523 | Val. Acc: 68.67% Epoch: 187 | Epoch Time: 0m 0s | Early_Stopping: 2/20. Train Loss: 0.485 | Train Acc: 78.24% Val. Loss: 0.492 | Val. Acc: 80.00% Epoch: 188 | Epoch Time: 0m 0s | Early_Stopping: 3/20. Train Loss: 0.487 | Train Acc: 77.84% Val. Loss: 0.508 | Val. Acc: 80.00% Epoch: 189 | Epoch Time: 0m 0s | Early_Stopping: 4/20. Train Loss: 0.484 | Train Acc: 77.35% Val. Loss: 0.479 | Val. Acc: 74.33% Epoch: 190 | Epoch Time: 0m 0s | Early_Stopping: 5/20. Train Loss: 0.482 | Train Acc: 77.84% Val. Loss: 0.493 | Val. Acc: 74.33% Epoch: 191 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 0.483 | Train Acc: 77.35% Val. Loss: 0.456 | Val. Acc: 80.00% Epoch: 192 | Epoch Time: 0m 0s | Early_Stopping: 1/20. Train Loss: 0.479 | Train Acc: 78.14% Val. Loss: 0.491 | Val. Acc: 80.00% Epoch: 193 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 0.477 | Train Acc: 77.84% Val. Loss: 0.447 | Val. Acc: 80.00% Epoch: 194 | Epoch Time: 0m 0s | Early_Stopping: 1/20. Train Loss: 0.479 | Train Acc: 76.96% Val. Loss: 0.517 | Val. Acc: 74.33% Epoch: 195 | Epoch Time: 0m 0s | Early_Stopping: 2/20. Train Loss: 0.471 | Train Acc: 77.75% Val. Loss: 0.511 | Val. Acc: 68.67% Epoch: 196 | Epoch Time: 0m 0s | Early_Stopping: 3/20. Train Loss: 0.475 | Train Acc: 77.16% Val. Loss: 0.505 | Val. Acc: 80.00% Epoch: 197 | Epoch Time: 0m 0s | Early_Stopping: 4/20. Train Loss: 0.475 | Train Acc: 77.06% Val. Loss: 0.498 | Val. Acc: 76.33% Epoch: 198 | Epoch Time: 0m 0s | Early_Stopping: 5/20. Train Loss: 0.472 | Train Acc: 77.94% Val. Loss: 0.508 | Val. Acc: 77.33% Epoch: 199 | Epoch Time: 0m 0s | Early_Stopping: 6/20. Train Loss: 0.469 | Train Acc: 79.22% Val. Loss: 0.522 | Val. Acc: 69.67% Epoch: 200 | Epoch Time: 0m 0s | Early_Stopping: 7/20. Train Loss: 0.471 | Train Acc: 77.94% Val. Loss: 0.472 | Val. Acc: 81.00% Epoch: 201 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 0.467 | Train Acc: 77.55% Val. Loss: 0.430 | Val. Acc: 81.00% Epoch: 202 | Epoch Time: 0m 0s | Early_Stopping: 1/20. Train Loss: 0.466 | Train Acc: 79.61% Val. Loss: 0.456 | Val. Acc: 83.00% Epoch: 203 | Epoch Time: 0m 0s | Early_Stopping: 2/20. Train Loss: 0.463 | Train Acc: 79.02% Val. Loss: 0.482 | Val. Acc: 83.00% Epoch: 204 | Epoch Time: 0m 0s | Early_Stopping: 3/20. Train Loss: 0.462 | Train Acc: 79.71% Val. Loss: 0.514 | Val. Acc: 71.67% Epoch: 205 | Epoch Time: 0m 0s | Early_Stopping: 4/20. Train Loss: 0.459 | Train Acc: 79.61% Val. Loss: 0.484 | Val. Acc: 83.00% Epoch: 206 | Epoch Time: 0m 0s | Early_Stopping: 5/20. Train Loss: 0.455 | Train Acc: 79.61% Val. Loss: 0.509 | Val. Acc: 77.33% Epoch: 207 | Epoch Time: 0m 0s | Early_Stopping: 6/20. Train Loss: 0.456 | Train Acc: 79.80% Val. Loss: 0.509 | Val. Acc: 71.67% Epoch: 208 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 0.451 | Train Acc: 80.10% Val. Loss: 0.421 | Val. Acc: 83.00% Epoch: 209 | Epoch Time: 0m 0s | Early_Stopping: 1/20. Train Loss: 0.451 | Train Acc: 80.39% Val. Loss: 0.448 | Val. Acc: 83.00% Epoch: 210 | Epoch Time: 0m 0s | Early_Stopping: 2/20. Train Loss: 0.452 | Train Acc: 79.90% Val. Loss: 0.475 | Val. Acc: 88.00% Epoch: 211 | Epoch Time: 0m 0s | Early_Stopping: 3/20. Train Loss: 0.448 | Train Acc: 80.49% Val. Loss: 0.524 | Val. Acc: 75.67% Epoch: 212 | Epoch Time: 0m 0s | Early_Stopping: 4/20. Train Loss: 0.445 | Train Acc: 82.45% Val. Loss: 0.481 | Val. Acc: 77.33% Epoch: 213 | Epoch Time: 0m 0s | Early_Stopping: 5/20. Train Loss: 0.444 | Train Acc: 82.65% Val. Loss: 0.467 | Val. Acc: 77.33% Epoch: 214 | Epoch Time: 0m 0s | Early_Stopping: 6/20. Train Loss: 0.444 | Train Acc: 79.71% Val. Loss: 0.496 | Val. Acc: 81.33% Epoch: 215 | Epoch Time: 0m 0s | Early_Stopping: 7/20. Train Loss: 0.447 | Train Acc: 82.35% Val. Loss: 0.480 | Val. Acc: 82.33% Epoch: 216 | Epoch Time: 0m 0s | Early_Stopping: 8/20. Train Loss: 0.442 | Train Acc: 81.18% Val. Loss: 0.424 | Val. Acc: 87.00% Epoch: 217 | Epoch Time: 0m 0s | Early_Stopping: 9/20. Train Loss: 0.443 | Train Acc: 83.04% Val. Loss: 0.430 | Val. Acc: 86.00% Epoch: 218 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 0.439 | Train Acc: 83.14% Val. Loss: 0.401 | Val. Acc: 86.00% Epoch: 219 | Epoch Time: 0m 0s | Early_Stopping: 1/20. Train Loss: 0.435 | Train Acc: 82.84% Val. Loss: 0.426 | Val. Acc: 88.00% Epoch: 220 | Epoch Time: 0m 0s | Early_Stopping: 2/20. Train Loss: 0.436 | Train Acc: 82.94% Val. Loss: 0.489 | Val. Acc: 87.00% Epoch: 221 | Epoch Time: 0m 0s | Early_Stopping: 3/20. Train Loss: 0.433 | Train Acc: 83.04% Val. Loss: 0.458 | Val. Acc: 81.33% Epoch: 222 | Epoch Time: 0m 0s | Early_Stopping: 4/20. Train Loss: 0.428 | Train Acc: 83.82% Val. Loss: 0.442 | Val. Acc: 82.33% Epoch: 223 | Epoch Time: 0m 0s | Early_Stopping: 5/20. Train Loss: 0.431 | Train Acc: 81.96% Val. Loss: 0.491 | Val. Acc: 74.67% Epoch: 224 | Epoch Time: 0m 0s | Early_Stopping: 6/20. Train Loss: 0.428 | Train Acc: 82.55% Val. Loss: 0.466 | Val. Acc: 80.33% Epoch: 225 | Epoch Time: 0m 0s | Early_Stopping: 7/20. Train Loss: 0.429 | Train Acc: 83.53% Val. Loss: 0.442 | Val. Acc: 87.00% Epoch: 226 | Epoch Time: 0m 0s | Early_Stopping: 8/20. Train Loss: 0.425 | Train Acc: 82.35% Val. Loss: 0.413 | Val. Acc: 81.33% Epoch: 227 | Epoch Time: 0m 0s | Early_Stopping: 9/20. Train Loss: 0.420 | Train Acc: 85.00% Val. Loss: 0.432 | Val. Acc: 80.33% Epoch: 228 | Epoch Time: 0m 0s | Early_Stopping: 10/20. Train Loss: 0.424 | Train Acc: 81.76% Val. Loss: 0.404 | Val. Acc: 89.00% Epoch: 229 | Epoch Time: 0m 0s | Early_Stopping: 11/20. Train Loss: 0.420 | Train Acc: 86.08% Val. Loss: 0.446 | Val. Acc: 86.00% Epoch: 230 | Epoch Time: 0m 0s | Early_Stopping: 12/20. Train Loss: 0.418 | Train Acc: 84.51% Val. Loss: 0.441 | Val. Acc: 80.33% Epoch: 231 | Epoch Time: 0m 0s | Early_Stopping: 13/20. Train Loss: 0.415 | Train Acc: 85.20% Val. Loss: 0.433 | Val. Acc: 81.33% Epoch: 232 | Epoch Time: 0m 0s | Early_Stopping: 14/20. Train Loss: 0.417 | Train Acc: 84.41% Val. Loss: 0.431 | Val. Acc: 81.33% Epoch: 233 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 0.414 | Train Acc: 85.69% Val. Loss: 0.380 | Val. Acc: 87.00% Epoch: 234 | Epoch Time: 0m 0s | Early_Stopping: 1/20. Train Loss: 0.410 | Train Acc: 84.71% Val. Loss: 0.423 | Val. Acc: 89.00% Epoch: 235 | Epoch Time: 0m 0s | Early_Stopping: 2/20. Train Loss: 0.411 | Train Acc: 86.37% Val. Loss: 0.441 | Val. Acc: 83.33% Epoch: 236 | Epoch Time: 0m 0s | Early_Stopping: 3/20. Train Loss: 0.408 | Train Acc: 86.27% Val. Loss: 0.424 | Val. Acc: 89.00% Epoch: 237 | Epoch Time: 0m 0s | Early_Stopping: 4/20. Train Loss: 0.403 | Train Acc: 86.47% Val. Loss: 0.404 | Val. Acc: 89.00% Epoch: 238 | Epoch Time: 0m 0s | Early_Stopping: 5/20. Train Loss: 0.406 | Train Acc: 86.57% Val. Loss: 0.395 | Val. Acc: 89.00% Epoch: 239 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 0.403 | Train Acc: 85.69% Val. Loss: 0.372 | Val. Acc: 88.00% Epoch: 240 | Epoch Time: 0m 0s | Early_Stopping: 1/20. Train Loss: 0.400 | Train Acc: 86.27% Val. Loss: 0.404 | Val. Acc: 83.33% Epoch: 241 | Epoch Time: 0m 0s | Early_Stopping: 2/20. Train Loss: 0.400 | Train Acc: 85.88% Val. Loss: 0.393 | Val. Acc: 89.00% Epoch: 242 | Epoch Time: 0m 0s | Early_Stopping: 3/20. Train Loss: 0.396 | Train Acc: 86.96% Val. Loss: 0.384 | Val. Acc: 88.00% Epoch: 243 | Epoch Time: 0m 0s | Early_Stopping: 4/20. Train Loss: 0.395 | Train Acc: 86.57% Val. Loss: 0.391 | Val. Acc: 88.00% Epoch: 244 | Epoch Time: 0m 0s | Early_Stopping: 5/20. Train Loss: 0.392 | Train Acc: 86.76% Val. Loss: 0.392 | Val. Acc: 88.00% Epoch: 245 | Epoch Time: 0m 0s | Early_Stopping: 6/20. Train Loss: 0.392 | Train Acc: 86.76% Val. Loss: 0.396 | Val. Acc: 82.33% Epoch: 246 | Epoch Time: 0m 0s | Early_Stopping: 7/20. Train Loss: 0.391 | Train Acc: 86.37% Val. Loss: 0.402 | Val. Acc: 88.00% Epoch: 247 | Epoch Time: 0m 0s | Early_Stopping: 8/20. Train Loss: 0.391 | Train Acc: 86.57% Val. Loss: 0.389 | Val. Acc: 83.33% Epoch: 248 | Epoch Time: 0m 0s | Early_Stopping: 9/20. Train Loss: 0.391 | Train Acc: 86.47% Val. Loss: 0.396 | Val. Acc: 89.00% Epoch: 249 | Epoch Time: 0m 0s | Early_Stopping: 10/20. Train Loss: 0.388 | Train Acc: 87.16% Val. Loss: 0.452 | Val. Acc: 77.67% Epoch: 250 | Epoch Time: 0m 0s | Early_Stopping: 11/20. Train Loss: 0.384 | Train Acc: 87.06% Val. Loss: 0.393 | Val. Acc: 89.00% Epoch: 251 | Epoch Time: 0m 0s | Early_Stopping: 12/20. Train Loss: 0.381 | Train Acc: 87.06% Val. Loss: 0.417 | Val. Acc: 89.00% Epoch: 252 | Epoch Time: 0m 0s | Early_Stopping: 13/20. Train Loss: 0.384 | Train Acc: 86.67% Val. Loss: 0.378 | Val. Acc: 89.00% Epoch: 253 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 0.378 | Train Acc: 86.86% Val. Loss: 0.369 | Val. Acc: 83.33% Epoch: 254 | Epoch Time: 0m 0s | Early_Stopping: 1/20. Train Loss: 0.378 | Train Acc: 86.37% Val. Loss: 0.404 | Val. Acc: 84.33% Epoch: 255 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 0.382 | Train Acc: 87.06% Val. Loss: 0.346 | Val. Acc: 90.00% Epoch: 256 | Epoch Time: 0m 0s | Early_Stopping: 1/20. Train Loss: 0.379 | Train Acc: 86.76% Val. Loss: 0.381 | Val. Acc: 90.00% Epoch: 257 | Epoch Time: 0m 0s | Early_Stopping: 2/20. Train Loss: 0.374 | Train Acc: 87.55% Val. Loss: 0.371 | Val. Acc: 84.33% Epoch: 258 | Epoch Time: 0m 0s | Early_Stopping: 3/20. Train Loss: 0.372 | Train Acc: 87.55% Val. Loss: 0.366 | Val. Acc: 90.00% Epoch: 259 | Epoch Time: 0m 0s | Early_Stopping: 4/20. Train Loss: 0.371 | Train Acc: 87.75% Val. Loss: 0.349 | Val. Acc: 90.00% Epoch: 260 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 0.370 | Train Acc: 87.06% Val. Loss: 0.334 | Val. Acc: 90.00% Epoch: 261 | Epoch Time: 0m 0s | Early_Stopping: 1/20. Train Loss: 0.373 | Train Acc: 87.35% Val. Loss: 0.364 | Val. Acc: 90.00% Epoch: 262 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 0.372 | Train Acc: 87.35% Val. Loss: 0.327 | Val. Acc: 90.00% Epoch: 263 | Epoch Time: 0m 0s | Early_Stopping: 1/20. Train Loss: 0.365 | Train Acc: 87.84% Val. Loss: 0.380 | Val. Acc: 90.00% Epoch: 264 | Epoch Time: 0m 0s | Early_Stopping: 2/20. Train Loss: 0.360 | Train Acc: 87.65% Val. Loss: 0.390 | Val. Acc: 84.33% Epoch: 265 | Epoch Time: 0m 0s | Early_Stopping: 3/20. Train Loss: 0.359 | Train Acc: 88.63% Val. Loss: 0.339 | Val. Acc: 90.00% Epoch: 266 | Epoch Time: 0m 0s | Early_Stopping: 4/20. Train Loss: 0.362 | Train Acc: 88.04% Val. Loss: 0.345 | Val. Acc: 90.00% Epoch: 267 | Epoch Time: 0m 0s | Early_Stopping: 5/20. Train Loss: 0.359 | Train Acc: 87.94% Val. Loss: 0.385 | Val. Acc: 84.33% Epoch: 268 | Epoch Time: 0m 0s | Early_Stopping: 6/20. Train Loss: 0.358 | Train Acc: 87.06% Val. Loss: 0.386 | Val. Acc: 84.33% Epoch: 269 | Epoch Time: 0m 0s | Early_Stopping: 7/20. Train Loss: 0.357 | Train Acc: 87.55% Val. Loss: 0.378 | Val. Acc: 84.33% Epoch: 270 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 0.355 | Train Acc: 88.04% Val. Loss: 0.324 | Val. Acc: 90.00% Epoch: 271 | Epoch Time: 0m 0s | Early_Stopping: 1/20. Train Loss: 0.357 | Train Acc: 87.84% Val. Loss: 0.365 | Val. Acc: 90.00% Epoch: 272 | Epoch Time: 0m 0s | Early_Stopping: 2/20. Train Loss: 0.353 | Train Acc: 87.55% Val. Loss: 0.349 | Val. Acc: 90.00% Epoch: 273 | Epoch Time: 0m 0s | Early_Stopping: 3/20. Train Loss: 0.351 | Train Acc: 87.45% Val. Loss: 0.327 | Val. Acc: 90.00% Epoch: 274 | Epoch Time: 0m 0s | Early_Stopping: 4/20. Train Loss: 0.348 | Train Acc: 88.04% Val. Loss: 0.330 | Val. Acc: 90.00% Epoch: 275 | Epoch Time: 0m 0s | Early_Stopping: 5/20. Train Loss: 0.351 | Train Acc: 88.04% Val. Loss: 0.346 | Val. Acc: 84.33% Epoch: 276 | Epoch Time: 0m 0s | Early_Stopping: 6/20. Train Loss: 0.348 | Train Acc: 87.75% Val. Loss: 0.349 | Val. Acc: 90.00% Epoch: 277 | Epoch Time: 0m 0s | Early_Stopping: 7/20. Train Loss: 0.347 | Train Acc: 88.63% Val. Loss: 0.371 | Val. Acc: 84.33% Epoch: 278 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 0.345 | Train Acc: 87.55% Val. Loss: 0.313 | Val. Acc: 90.00% Epoch: 279 | Epoch Time: 0m 0s | Early_Stopping: 1/20. Train Loss: 0.346 | Train Acc: 87.84% Val. Loss: 0.342 | Val. Acc: 90.00% Epoch: 280 | Epoch Time: 0m 0s | Early_Stopping: 2/20. Train Loss: 0.339 | Train Acc: 88.24% Val. Loss: 0.383 | Val. Acc: 84.33% Epoch: 281 | Epoch Time: 0m 0s | Early_Stopping: 3/20. Train Loss: 0.344 | Train Acc: 87.65% Val. Loss: 0.412 | Val. Acc: 78.67% Epoch: 282 | Epoch Time: 0m 0s | Early_Stopping: 4/20. Train Loss: 0.340 | Train Acc: 87.25% Val. Loss: 0.321 | Val. Acc: 90.00% Epoch: 283 | Epoch Time: 0m 0s | Early_Stopping: 5/20. Train Loss: 0.337 | Train Acc: 88.04% Val. Loss: 0.367 | Val. Acc: 84.33% Epoch: 284 | Epoch Time: 0m 0s | Early_Stopping: 6/20. Train Loss: 0.337 | Train Acc: 87.84% Val. Loss: 0.342 | Val. Acc: 90.00% Epoch: 285 | Epoch Time: 0m 0s | Early_Stopping: 7/20. Train Loss: 0.334 | Train Acc: 87.84% Val. Loss: 0.385 | Val. Acc: 84.33% Epoch: 286 | Epoch Time: 0m 0s | Early_Stopping: 8/20. Train Loss: 0.332 | Train Acc: 88.04% Val. Loss: 0.319 | Val. Acc: 90.00% Epoch: 287 | Epoch Time: 0m 0s | Early_Stopping: 9/20. Train Loss: 0.334 | Train Acc: 88.04% Val. Loss: 0.365 | Val. Acc: 84.33% Epoch: 288 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 0.335 | Train Acc: 87.45% Val. Loss: 0.285 | Val. Acc: 90.00% Epoch: 289 | Epoch Time: 0m 0s | Early_Stopping: 1/20. Train Loss: 0.329 | Train Acc: 88.04% Val. Loss: 0.323 | Val. Acc: 90.00% Epoch: 290 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 0.326 | Train Acc: 88.24% Val. Loss: 0.282 | Val. Acc: 90.00% Epoch: 291 | Epoch Time: 0m 0s | Early_Stopping: 1/20. Train Loss: 0.328 | Train Acc: 88.14% Val. Loss: 0.365 | Val. Acc: 90.00% Epoch: 292 | Epoch Time: 0m 0s | Early_Stopping: 2/20. Train Loss: 0.328 | Train Acc: 87.84% Val. Loss: 0.331 | Val. Acc: 90.00% Epoch: 293 | Epoch Time: 0m 0s | Early_Stopping: 3/20. Train Loss: 0.326 | Train Acc: 87.84% Val. Loss: 0.315 | Val. Acc: 84.33% Epoch: 294 | Epoch Time: 0m 0s | Early_Stopping: 4/20. Train Loss: 0.323 | Train Acc: 87.84% Val. Loss: 0.293 | Val. Acc: 90.00% Epoch: 295 | Epoch Time: 0m 0s | Early_Stopping: 5/20. Train Loss: 0.324 | Train Acc: 87.65% Val. Loss: 0.315 | Val. Acc: 90.00% Epoch: 296 | Epoch Time: 0m 0s | Early_Stopping: 6/20. Train Loss: 0.321 | Train Acc: 88.63% Val. Loss: 0.311 | Val. Acc: 90.00% Epoch: 297 | Epoch Time: 0m 0s | Early_Stopping: 7/20. Train Loss: 0.320 | Train Acc: 88.04% Val. Loss: 0.308 | Val. Acc: 90.00% Epoch: 298 | Epoch Time: 0m 0s | Early_Stopping: 8/20. Train Loss: 0.317 | Train Acc: 88.04% Val. Loss: 0.363 | Val. Acc: 85.33% Epoch: 299 | Epoch Time: 0m 0s | Early_Stopping: 9/20. Train Loss: 0.317 | Train Acc: 88.63% Val. Loss: 0.294 | Val. Acc: 90.00% Epoch: 300 | Epoch Time: 0m 0s | Early_Stopping: 10/20. Train Loss: 0.315 | Train Acc: 88.63% Val. Loss: 0.303 | Val. Acc: 90.00% Epoch: 301 | Epoch Time: 0m 0s | Early_Stopping: 11/20. Train Loss: 0.316 | Train Acc: 88.14% Val. Loss: 0.328 | Val. Acc: 91.00% Epoch: 302 | Epoch Time: 0m 0s | Early_Stopping: 12/20. Train Loss: 0.314 | Train Acc: 88.63% Val. Loss: 0.307 | Val. Acc: 91.00% Epoch: 303 | Epoch Time: 0m 0s | Early_Stopping: 13/20. Train Loss: 0.312 | Train Acc: 89.41% Val. Loss: 0.299 | Val. Acc: 91.00% Epoch: 304 | Epoch Time: 0m 0s | Early_Stopping: 14/20. Train Loss: 0.315 | Train Acc: 88.53% Val. Loss: 0.310 | Val. Acc: 91.00% Epoch: 305 | Epoch Time: 0m 0s | Early_Stopping: 15/20. Train Loss: 0.311 | Train Acc: 88.43% Val. Loss: 0.318 | Val. Acc: 85.33% Epoch: 306 | Epoch Time: 0m 0s | Early_Stopping: 16/20. Train Loss: 0.310 | Train Acc: 89.31% Val. Loss: 0.314 | Val. Acc: 91.00% Epoch: 307 | Epoch Time: 0m 0s | Early_Stopping: 17/20. Train Loss: 0.306 | Train Acc: 89.41% Val. Loss: 0.298 | Val. Acc: 91.00% Epoch: 308 | Epoch Time: 0m 0s | Early_Stopping: 18/20. Train Loss: 0.308 | Train Acc: 88.14% Val. Loss: 0.312 | Val. Acc: 91.00% Epoch: 309 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 0.305 | Train Acc: 89.51% Val. Loss: 0.279 | Val. Acc: 91.00% Epoch: 310 | Epoch Time: 0m 0s | Early_Stopping: 1/20. Train Loss: 0.305 | Train Acc: 89.51% Val. Loss: 0.302 | Val. Acc: 91.00% Epoch: 311 | Epoch Time: 0m 0s | Early_Stopping: 2/20. Train Loss: 0.302 | Train Acc: 89.22% Val. Loss: 0.293 | Val. Acc: 91.00% Epoch: 312 | Epoch Time: 0m 0s | Early_Stopping: 3/20. Train Loss: 0.302 | Train Acc: 89.22% Val. Loss: 0.290 | Val. Acc: 91.00% Epoch: 313 | Epoch Time: 0m 0s | Early_Stopping: 4/20. Train Loss: 0.303 | Train Acc: 89.02% Val. Loss: 0.312 | Val. Acc: 85.33% Epoch: 314 | Epoch Time: 0m 0s | Early_Stopping: 5/20. Train Loss: 0.301 | Train Acc: 89.71% Val. Loss: 0.327 | Val. Acc: 85.33% Epoch: 315 | Epoch Time: 0m 0s | Early_Stopping: 6/20. Train Loss: 0.302 | Train Acc: 89.51% Val. Loss: 0.318 | Val. Acc: 91.00% Epoch: 316 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 0.301 | Train Acc: 89.02% Val. Loss: 0.274 | Val. Acc: 91.00% Epoch: 317 | Epoch Time: 0m 0s | Early_Stopping: 1/20. Train Loss: 0.299 | Train Acc: 89.51% Val. Loss: 0.277 | Val. Acc: 91.00% Epoch: 318 | Epoch Time: 0m 0s | Early_Stopping: 2/20. Train Loss: 0.296 | Train Acc: 89.41% Val. Loss: 0.284 | Val. Acc: 92.00% Epoch: 319 | Epoch Time: 0m 0s | Early_Stopping: 3/20. Train Loss: 0.292 | Train Acc: 89.71% Val. Loss: 0.339 | Val. Acc: 85.33% Epoch: 320 | Epoch Time: 0m 0s | Early_Stopping: 4/20. Train Loss: 0.297 | Train Acc: 89.12% Val. Loss: 0.279 | Val. Acc: 91.00% Epoch: 321 | Epoch Time: 0m 0s | Early_Stopping: 5/20. Train Loss: 0.293 | Train Acc: 89.41% Val. Loss: 0.324 | Val. Acc: 85.33% Epoch: 322 | Epoch Time: 0m 0s | Early_Stopping: 6/20. Train Loss: 0.295 | Train Acc: 88.82% Val. Loss: 0.295 | Val. Acc: 91.00% Epoch: 323 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 0.291 | Train Acc: 89.51% Val. Loss: 0.263 | Val. Acc: 91.00% Epoch: 324 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 0.293 | Train Acc: 89.22% Val. Loss: 0.252 | Val. Acc: 92.00% Epoch: 325 | Epoch Time: 0m 0s | Early_Stopping: 1/20. Train Loss: 0.290 | Train Acc: 89.51% Val. Loss: 0.337 | Val. Acc: 86.33% Epoch: 326 | Epoch Time: 0m 0s | Early_Stopping: 2/20. Train Loss: 0.290 | Train Acc: 89.51% Val. Loss: 0.308 | Val. Acc: 91.00% Epoch: 327 | Epoch Time: 0m 0s | Early_Stopping: 3/20. Train Loss: 0.289 | Train Acc: 89.90% Val. Loss: 0.273 | Val. Acc: 91.00% Epoch: 328 | Epoch Time: 0m 0s | Early_Stopping: 4/20. Train Loss: 0.287 | Train Acc: 89.22% Val. Loss: 0.280 | Val. Acc: 91.00% Epoch: 329 | Epoch Time: 0m 0s | Early_Stopping: 5/20. Train Loss: 0.284 | Train Acc: 89.71% Val. Loss: 0.271 | Val. Acc: 91.00% Epoch: 330 | Epoch Time: 0m 0s | Early_Stopping: 6/20. Train Loss: 0.287 | Train Acc: 88.82% Val. Loss: 0.307 | Val. Acc: 91.00% Epoch: 331 | Epoch Time: 0m 0s | Early_Stopping: 7/20. Train Loss: 0.285 | Train Acc: 89.90% Val. Loss: 0.259 | Val. Acc: 91.00% Epoch: 332 | Epoch Time: 0m 0s | Early_Stopping: 8/20. Train Loss: 0.280 | Train Acc: 89.41% Val. Loss: 0.284 | Val. Acc: 91.00% Epoch: 333 | Epoch Time: 0m 0s | Early_Stopping: 9/20. Train Loss: 0.286 | Train Acc: 89.12% Val. Loss: 0.271 | Val. Acc: 92.00% Epoch: 334 | Epoch Time: 0m 0s | Early_Stopping: 10/20. Train Loss: 0.282 | Train Acc: 89.31% Val. Loss: 0.307 | Val. Acc: 86.33% Epoch: 335 | Epoch Time: 0m 0s | Early_Stopping: 11/20. Train Loss: 0.285 | Train Acc: 89.31% Val. Loss: 0.270 | Val. Acc: 91.00% Epoch: 336 | Epoch Time: 0m 0s | Early_Stopping: 12/20. Train Loss: 0.281 | Train Acc: 89.71% Val. Loss: 0.317 | Val. Acc: 92.00% Epoch: 337 | Epoch Time: 0m 0s | Early_Stopping: 13/20. Train Loss: 0.282 | Train Acc: 89.41% Val. Loss: 0.467 | Val. Acc: 74.00% Epoch: 338 | Epoch Time: 0m 0s | Early_Stopping: 14/20. Train Loss: 0.281 | Train Acc: 89.31% Val. Loss: 0.286 | Val. Acc: 85.33% Epoch: 339 | Epoch Time: 0m 0s | Early_Stopping: 15/20. Train Loss: 0.277 | Train Acc: 89.71% Val. Loss: 0.258 | Val. Acc: 91.00% Epoch: 340 | Epoch Time: 0m 0s | Early_Stopping: 16/20. Train Loss: 0.277 | Train Acc: 89.31% Val. Loss: 0.263 | Val. Acc: 92.00% Epoch: 341 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 0.274 | Train Acc: 90.29% Val. Loss: 0.249 | Val. Acc: 91.00% Epoch: 342 | Epoch Time: 0m 0s | Early_Stopping: 1/20. Train Loss: 0.275 | Train Acc: 90.10% Val. Loss: 0.252 | Val. Acc: 91.00% Epoch: 343 | Epoch Time: 0m 0s | Early_Stopping: 2/20. Train Loss: 0.277 | Train Acc: 88.92% Val. Loss: 0.316 | Val. Acc: 85.33% Epoch: 344 | Epoch Time: 0m 0s | Early_Stopping: 3/20. Train Loss: 0.273 | Train Acc: 89.71% Val. Loss: 0.256 | Val. Acc: 92.00% Epoch: 345 | Epoch Time: 0m 0s | Early_Stopping: 4/20. Train Loss: 0.275 | Train Acc: 90.10% Val. Loss: 0.267 | Val. Acc: 91.00% Epoch: 346 | Epoch Time: 0m 0s | Early_Stopping: 5/20. Train Loss: 0.275 | Train Acc: 89.90% Val. Loss: 0.288 | Val. Acc: 85.33% Epoch: 347 | Epoch Time: 0m 0s | Early_Stopping: 6/20. Train Loss: 0.269 | Train Acc: 89.51% Val. Loss: 0.291 | Val. Acc: 91.00% Epoch: 348 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 0.269 | Train Acc: 90.00% Val. Loss: 0.245 | Val. Acc: 92.00% Epoch: 349 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 0.267 | Train Acc: 90.00% Val. Loss: 0.235 | Val. Acc: 92.00% Epoch: 350 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 0.268 | Train Acc: 89.51% Val. Loss: 0.235 | Val. Acc: 92.00% Epoch: 351 | Epoch Time: 0m 0s | Early_Stopping: 1/20. Train Loss: 0.272 | Train Acc: 89.41% Val. Loss: 0.256 | Val. Acc: 92.00% Epoch: 352 | Epoch Time: 0m 0s | Early_Stopping: 2/20. Train Loss: 0.269 | Train Acc: 90.10% Val. Loss: 0.241 | Val. Acc: 92.00% Epoch: 353 | Epoch Time: 0m 0s | Early_Stopping: 3/20. Train Loss: 0.267 | Train Acc: 90.10% Val. Loss: 0.288 | Val. Acc: 86.33% Epoch: 354 | Epoch Time: 0m 0s | Early_Stopping: 0/20. Train Loss: 0.267 | Train Acc: 89.12% Val. Loss: 0.228 | Val. Acc: 92.00% Epoch: 355 | Epoch Time: 0m 0s | Early_Stopping: 1/20. Train Loss: 0.267 | Train Acc: 89.71% Val. Loss: 0.256 | Val. Acc: 91.00% Epoch: 356 | Epoch Time: 0m 0s | Early_Stopping: 2/20. Train Loss: 0.266 | Train Acc: 89.41% Val. Loss: 0.246 | Val. Acc: 92.00% Epoch: 357 | Epoch Time: 0m 0s | Early_Stopping: 3/20. Train Loss: 0.264 | Train Acc: 89.61% Val. Loss: 0.231 | Val. Acc: 92.00% Epoch: 358 | Epoch Time: 0m 0s | Early_Stopping: 4/20. Train Loss: 0.262 | Train Acc: 90.10% Val. Loss: 0.292 | Val. Acc: 85.33% Epoch: 359 | Epoch Time: 0m 0s | Early_Stopping: 5/20. Train Loss: 0.265 | Train Acc: 89.31% Val. Loss: 0.258 | Val. Acc: 91.00% Epoch: 360 | Epoch Time: 0m 0s | Early_Stopping: 6/20. Train Loss: 0.262 | Train Acc: 89.71% Val. Loss: 0.265 | Val. Acc: 92.00% Epoch: 361 | Epoch Time: 0m 0s | Early_Stopping: 7/20. Train Loss: 0.257 | Train Acc: 90.00% Val. Loss: 0.278 | Val. Acc: 91.00% Epoch: 362 | Epoch Time: 0m 0s | Early_Stopping: 8/20. Train Loss: 0.261 | Train Acc: 89.80% Val. Loss: 0.247 | Val. Acc: 92.00% Epoch: 363 | Epoch Time: 0m 0s | Early_Stopping: 9/20. Train Loss: 0.259 | Train Acc: 89.71% Val. Loss: 0.236 | Val. Acc: 92.00% Epoch: 364 | Epoch Time: 0m 0s | Early_Stopping: 10/20. Train Loss: 0.257 | Train Acc: 90.00% Val. Loss: 0.316 | Val. Acc: 85.33% Epoch: 365 | Epoch Time: 0m 0s | Early_Stopping: 11/20. Train Loss: 0.257 | Train Acc: 90.10% Val. Loss: 0.302 | Val. Acc: 85.33% Epoch: 366 | Epoch Time: 0m 0s | Early_Stopping: 12/20. Train Loss: 0.261 | Train Acc: 89.41% Val. Loss: 0.236 | Val. Acc: 92.00% Epoch: 367 | Epoch Time: 0m 0s | Early_Stopping: 13/20. Train Loss: 0.257 | Train Acc: 89.90% Val. Loss: 0.450 | Val. Acc: 79.67% Epoch: 368 | Epoch Time: 0m 0s | Early_Stopping: 14/20. Train Loss: 0.256 | Train Acc: 90.00% Val. Loss: 0.313 | Val. Acc: 85.33% Epoch: 369 | Epoch Time: 0m 0s | Early_Stopping: 15/20. Train Loss: 0.251 | Train Acc: 90.00% Val. Loss: 0.372 | Val. Acc: 86.33% Epoch: 370 | Epoch Time: 0m 0s | Early_Stopping: 16/20. Train Loss: 0.256 | Train Acc: 89.61% Val. Loss: 0.249 | Val. Acc: 92.00% Epoch: 371 | Epoch Time: 0m 0s | Early_Stopping: 17/20. Train Loss: 0.258 | Train Acc: 89.71% Val. Loss: 0.273 | Val. Acc: 92.00% Epoch: 372 | Epoch Time: 0m 0s | Early_Stopping: 18/20. Train Loss: 0.251 | Train Acc: 90.29% Val. Loss: 0.267 | Val. Acc: 92.00% Epoch: 373 | Epoch Time: 0m 0s | Early_Stopping: 19/20. Train Loss: 0.252 | Train Acc: 89.90% Val. Loss: 0.314 | Val. Acc: 86.33% Epoch: 374 | Epoch Time: 0m 0s | Early_Stopping: 20/20. Train Loss: 0.256 | Train Acc: 90.78% Val. Loss: 0.257 | Val. Acc: 91.00% Early stopping!
Test Loss: 0.216 | Test Acc: 92.50%
precision recall f1-score support
0 0.90 0.88 0.89 41
1 0.92 0.94 0.93 63
accuracy 0.91 104
macro avg 0.91 0.91 0.91 104
weighted avg 0.91 0.91 0.91 104
Tiempo total de entrenamiento: 0 mins, 12 segundos
En este caso se nota como el early stopping fue muy bajo, por lo que dar una mayor holgura fue mejor. Notar que se activa en la epoca cercana a la 375. En este caso sí es posible ver como cambia el loss en el validation, y como tiene un buen resultado respecto al accuracy (aunque no mayor a lo solicitado), tiene un comportamiento similar a la parte 1, posiblemente un poco peor. Sin embargo, lo mejor sería probar con las mil épocas para hacer una comparación mas simple.
Por consiguiente, se prueba con un valor muy alto de early stopping.
model12 = MLP(INPUT_DIM, OUTPUT_DIM)
model12, res12 = entrenar_red("Modelo12",model12, lr, n_epocas,shuffle = True, MINI_BATCH = MINI_BATCH, early_stopping = 200)
Se entrena en: cpu Epoch: 01 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 4.602 | Train Acc: 0.00% Val. Loss: 4.590 | Val. Acc: 0.00% Epoch: 02 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 4.578 | Train Acc: 0.00% Val. Loss: 4.567 | Val. Acc: 0.00% Epoch: 03 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 4.554 | Train Acc: 0.00% Val. Loss: 4.544 | Val. Acc: 0.00% Epoch: 04 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 4.531 | Train Acc: 6.18% Val. Loss: 4.526 | Val. Acc: 22.00% Epoch: 05 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 4.507 | Train Acc: 42.65% Val. Loss: 4.504 | Val. Acc: 41.00% Epoch: 06 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 4.482 | Train Acc: 61.47% Val. Loss: 4.475 | Val. Acc: 58.33% Epoch: 07 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 4.458 | Train Acc: 62.84% Val. Loss: 4.457 | Val. Acc: 52.67% Epoch: 08 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 4.432 | Train Acc: 62.65% Val. Loss: 4.414 | Val. Acc: 64.00% Epoch: 09 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 4.407 | Train Acc: 62.65% Val. Loss: 4.414 | Val. Acc: 52.67% Epoch: 10 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 4.380 | Train Acc: 62.84% Val. Loss: 4.379 | Val. Acc: 58.33% Epoch: 11 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 4.351 | Train Acc: 63.04% Val. Loss: 4.343 | Val. Acc: 58.33% Epoch: 12 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 4.323 | Train Acc: 62.84% Val. Loss: 4.321 | Val. Acc: 58.33% Epoch: 13 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 4.294 | Train Acc: 62.84% Val. Loss: 4.271 | Val. Acc: 64.00% Epoch: 14 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 4.262 | Train Acc: 63.24% Val. Loss: 4.249 | Val. Acc: 64.00% Epoch: 15 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 4.230 | Train Acc: 62.84% Val. Loss: 4.220 | Val. Acc: 58.33% Epoch: 16 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 4.193 | Train Acc: 63.24% Val. Loss: 4.195 | Val. Acc: 58.33% Epoch: 17 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 4.156 | Train Acc: 63.04% Val. Loss: 4.178 | Val. Acc: 58.33% Epoch: 18 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 4.116 | Train Acc: 63.24% Val. Loss: 4.117 | Val. Acc: 58.33% Epoch: 19 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 4.076 | Train Acc: 62.84% Val. Loss: 4.108 | Val. Acc: 52.67% Epoch: 20 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 4.030 | Train Acc: 63.04% Val. Loss: 4.052 | Val. Acc: 58.33% Epoch: 21 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 3.981 | Train Acc: 63.04% Val. Loss: 4.002 | Val. Acc: 58.33% Epoch: 22 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 3.930 | Train Acc: 62.45% Val. Loss: 3.930 | Val. Acc: 58.33% Epoch: 23 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 3.869 | Train Acc: 63.04% Val. Loss: 3.891 | Val. Acc: 58.33% Epoch: 24 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 3.807 | Train Acc: 62.84% Val. Loss: 3.857 | Val. Acc: 52.67% Epoch: 25 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 3.738 | Train Acc: 62.45% Val. Loss: 3.728 | Val. Acc: 58.33% Epoch: 26 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 3.650 | Train Acc: 63.82% Val. Loss: 3.756 | Val. Acc: 47.00% Epoch: 27 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 3.571 | Train Acc: 62.65% Val. Loss: 3.614 | Val. Acc: 52.67% Epoch: 28 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 3.473 | Train Acc: 62.65% Val. Loss: 3.470 | Val. Acc: 58.33% Epoch: 29 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 3.366 | Train Acc: 62.84% Val. Loss: 3.264 | Val. Acc: 64.00% Epoch: 30 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 3.233 | Train Acc: 63.24% Val. Loss: 3.120 | Val. Acc: 64.00% Epoch: 31 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 3.106 | Train Acc: 62.65% Val. Loss: 3.064 | Val. Acc: 58.33% Epoch: 32 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 2.948 | Train Acc: 63.04% Val. Loss: 3.017 | Val. Acc: 52.67% Epoch: 33 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 2.776 | Train Acc: 63.04% Val. Loss: 2.649 | Val. Acc: 64.00% Epoch: 34 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 2.588 | Train Acc: 63.43% Val. Loss: 2.794 | Val. Acc: 52.67% Epoch: 35 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 2.403 | Train Acc: 63.04% Val. Loss: 2.540 | Val. Acc: 52.67% Epoch: 36 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 2.217 | Train Acc: 62.65% Val. Loss: 2.482 | Val. Acc: 47.00% Epoch: 37 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 2.030 | Train Acc: 62.84% Val. Loss: 2.322 | Val. Acc: 47.00% Epoch: 38 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 1.871 | Train Acc: 63.04% Val. Loss: 2.071 | Val. Acc: 52.67% Epoch: 39 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 1.724 | Train Acc: 63.24% Val. Loss: 1.842 | Val. Acc: 58.33% Epoch: 40 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 1.609 | Train Acc: 63.24% Val. Loss: 1.669 | Val. Acc: 58.33% Epoch: 41 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 1.512 | Train Acc: 63.43% Val. Loss: 1.716 | Val. Acc: 52.67% Epoch: 42 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 1.448 | Train Acc: 62.65% Val. Loss: 1.695 | Val. Acc: 52.67% Epoch: 43 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 1.380 | Train Acc: 62.65% Val. Loss: 1.339 | Val. Acc: 64.00% Epoch: 44 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 1.308 | Train Acc: 62.84% Val. Loss: 1.703 | Val. Acc: 47.00% Epoch: 45 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 1.242 | Train Acc: 63.24% Val. Loss: 1.391 | Val. Acc: 58.33% Epoch: 46 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 1.188 | Train Acc: 63.24% Val. Loss: 1.409 | Val. Acc: 52.67% Epoch: 47 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 1.152 | Train Acc: 62.45% Val. Loss: 1.314 | Val. Acc: 58.33% Epoch: 48 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 1.091 | Train Acc: 63.04% Val. Loss: 1.361 | Val. Acc: 52.67% Epoch: 49 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 1.050 | Train Acc: 63.04% Val. Loss: 1.128 | Val. Acc: 58.33% Epoch: 50 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 1.022 | Train Acc: 62.25% Val. Loss: 1.115 | Val. Acc: 58.33% Epoch: 51 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.973 | Train Acc: 63.04% Val. Loss: 1.047 | Val. Acc: 58.33% Epoch: 52 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.942 | Train Acc: 63.04% Val. Loss: 1.253 | Val. Acc: 47.00% Epoch: 53 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.905 | Train Acc: 63.24% Val. Loss: 1.041 | Val. Acc: 58.33% Epoch: 54 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.875 | Train Acc: 63.63% Val. Loss: 0.875 | Val. Acc: 64.00% Epoch: 55 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.860 | Train Acc: 63.04% Val. Loss: 1.061 | Val. Acc: 52.67% Epoch: 56 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.844 | Train Acc: 62.84% Val. Loss: 1.037 | Val. Acc: 52.67% Epoch: 57 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.824 | Train Acc: 62.65% Val. Loss: 0.904 | Val. Acc: 58.33% Epoch: 58 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.812 | Train Acc: 62.45% Val. Loss: 0.855 | Val. Acc: 58.33% Epoch: 59 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.791 | Train Acc: 63.04% Val. Loss: 0.984 | Val. Acc: 52.67% Epoch: 60 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.783 | Train Acc: 63.04% Val. Loss: 0.858 | Val. Acc: 58.33% Epoch: 61 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.763 | Train Acc: 63.24% Val. Loss: 0.778 | Val. Acc: 64.00% Epoch: 62 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.759 | Train Acc: 62.65% Val. Loss: 0.769 | Val. Acc: 64.00% Epoch: 63 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.752 | Train Acc: 62.65% Val. Loss: 0.797 | Val. Acc: 58.33% Epoch: 64 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.741 | Train Acc: 62.65% Val. Loss: 0.797 | Val. Acc: 58.33% Epoch: 65 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.726 | Train Acc: 63.43% Val. Loss: 0.832 | Val. Acc: 52.67% Epoch: 66 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.725 | Train Acc: 62.65% Val. Loss: 0.796 | Val. Acc: 58.33% Epoch: 67 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.717 | Train Acc: 62.65% Val. Loss: 0.796 | Val. Acc: 58.33% Epoch: 68 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.716 | Train Acc: 62.25% Val. Loss: 0.761 | Val. Acc: 58.33% Epoch: 69 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.702 | Train Acc: 63.04% Val. Loss: 0.846 | Val. Acc: 52.67% Epoch: 70 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.693 | Train Acc: 63.24% Val. Loss: 0.781 | Val. Acc: 58.33% Epoch: 71 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.692 | Train Acc: 62.84% Val. Loss: 0.755 | Val. Acc: 58.33% Epoch: 72 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.691 | Train Acc: 62.45% Val. Loss: 0.763 | Val. Acc: 58.33% Epoch: 73 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.679 | Train Acc: 63.04% Val. Loss: 0.828 | Val. Acc: 52.67% Epoch: 74 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.681 | Train Acc: 62.65% Val. Loss: 0.666 | Val. Acc: 64.00% Epoch: 75 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.675 | Train Acc: 62.65% Val. Loss: 0.704 | Val. Acc: 64.00% Epoch: 76 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.667 | Train Acc: 63.04% Val. Loss: 0.761 | Val. Acc: 52.67% Epoch: 77 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.665 | Train Acc: 62.84% Val. Loss: 0.774 | Val. Acc: 52.67% Epoch: 78 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.661 | Train Acc: 62.84% Val. Loss: 0.733 | Val. Acc: 58.33% Epoch: 79 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.655 | Train Acc: 63.04% Val. Loss: 0.683 | Val. Acc: 64.00% Epoch: 80 | Epoch Time: 0m 0s | Early_Stopping: 6/200. Train Loss: 0.654 | Train Acc: 62.84% Val. Loss: 0.703 | Val. Acc: 58.33% Epoch: 81 | Epoch Time: 0m 0s | Early_Stopping: 7/200. Train Loss: 0.646 | Train Acc: 63.43% Val. Loss: 0.747 | Val. Acc: 52.67% Epoch: 82 | Epoch Time: 0m 0s | Early_Stopping: 8/200. Train Loss: 0.648 | Train Acc: 62.84% Val. Loss: 0.762 | Val. Acc: 52.67% Epoch: 83 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.648 | Train Acc: 62.45% Val. Loss: 0.645 | Val. Acc: 64.00% Epoch: 84 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.641 | Train Acc: 62.84% Val. Loss: 0.692 | Val. Acc: 58.33% Epoch: 85 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.638 | Train Acc: 62.84% Val. Loss: 0.771 | Val. Acc: 47.00% Epoch: 86 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.633 | Train Acc: 63.24% Val. Loss: 0.727 | Val. Acc: 52.67% Epoch: 87 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.636 | Train Acc: 62.65% Val. Loss: 0.680 | Val. Acc: 58.33% Epoch: 88 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.630 | Train Acc: 62.84% Val. Loss: 0.630 | Val. Acc: 64.00% Epoch: 89 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.623 | Train Acc: 63.63% Val. Loss: 0.660 | Val. Acc: 58.33% Epoch: 90 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.623 | Train Acc: 63.24% Val. Loss: 0.733 | Val. Acc: 52.67% Epoch: 91 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.623 | Train Acc: 63.04% Val. Loss: 0.752 | Val. Acc: 47.00% Epoch: 92 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.619 | Train Acc: 63.24% Val. Loss: 0.718 | Val. Acc: 52.67% Epoch: 93 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.618 | Train Acc: 63.04% Val. Loss: 0.699 | Val. Acc: 52.67% Epoch: 94 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.617 | Train Acc: 62.65% Val. Loss: 0.613 | Val. Acc: 64.00% Epoch: 95 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.615 | Train Acc: 62.84% Val. Loss: 0.643 | Val. Acc: 58.33% Epoch: 96 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.610 | Train Acc: 63.04% Val. Loss: 0.640 | Val. Acc: 58.33% Epoch: 97 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.612 | Train Acc: 62.65% Val. Loss: 0.636 | Val. Acc: 58.33% Epoch: 98 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.609 | Train Acc: 62.84% Val. Loss: 0.598 | Val. Acc: 64.00% Epoch: 99 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.606 | Train Acc: 62.84% Val. Loss: 0.653 | Val. Acc: 58.33% Epoch: 100 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.603 | Train Acc: 63.04% Val. Loss: 0.642 | Val. Acc: 58.33% Epoch: 101 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.604 | Train Acc: 62.65% Val. Loss: 0.587 | Val. Acc: 64.00% Epoch: 102 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.599 | Train Acc: 63.04% Val. Loss: 0.640 | Val. Acc: 58.33% Epoch: 103 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.600 | Train Acc: 62.65% Val. Loss: 0.677 | Val. Acc: 52.67% Epoch: 104 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.597 | Train Acc: 63.04% Val. Loss: 0.645 | Val. Acc: 58.33% Epoch: 105 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.594 | Train Acc: 63.04% Val. Loss: 0.658 | Val. Acc: 58.33% Epoch: 106 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.593 | Train Acc: 63.04% Val. Loss: 0.637 | Val. Acc: 58.33% Epoch: 107 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.593 | Train Acc: 62.65% Val. Loss: 0.568 | Val. Acc: 64.00% Epoch: 108 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.585 | Train Acc: 63.63% Val. Loss: 0.585 | Val. Acc: 64.00% Epoch: 109 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.587 | Train Acc: 62.84% Val. Loss: 0.658 | Val. Acc: 52.67% Epoch: 110 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.585 | Train Acc: 63.04% Val. Loss: 0.667 | Val. Acc: 52.67% Epoch: 111 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.583 | Train Acc: 63.24% Val. Loss: 0.609 | Val. Acc: 58.33% Epoch: 112 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.586 | Train Acc: 62.65% Val. Loss: 0.620 | Val. Acc: 58.33% Epoch: 113 | Epoch Time: 0m 0s | Early_Stopping: 6/200. Train Loss: 0.581 | Train Acc: 62.84% Val. Loss: 0.570 | Val. Acc: 64.00% Epoch: 114 | Epoch Time: 0m 0s | Early_Stopping: 7/200. Train Loss: 0.577 | Train Acc: 63.43% Val. Loss: 0.608 | Val. Acc: 58.33% Epoch: 115 | Epoch Time: 0m 0s | Early_Stopping: 8/200. Train Loss: 0.580 | Train Acc: 62.65% Val. Loss: 0.657 | Val. Acc: 52.67% Epoch: 116 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.578 | Train Acc: 62.84% Val. Loss: 0.567 | Val. Acc: 64.00% Epoch: 117 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.575 | Train Acc: 63.04% Val. Loss: 0.618 | Val. Acc: 58.33% Epoch: 118 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.575 | Train Acc: 62.84% Val. Loss: 0.647 | Val. Acc: 52.67% Epoch: 119 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.571 | Train Acc: 63.04% Val. Loss: 0.656 | Val. Acc: 52.67% Epoch: 120 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.565 | Train Acc: 63.63% Val. Loss: 0.591 | Val. Acc: 64.00% Epoch: 121 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.567 | Train Acc: 63.24% Val. Loss: 0.680 | Val. Acc: 47.00% Epoch: 122 | Epoch Time: 0m 0s | Early_Stopping: 6/200. Train Loss: 0.565 | Train Acc: 63.24% Val. Loss: 0.605 | Val. Acc: 58.33% Epoch: 123 | Epoch Time: 0m 0s | Early_Stopping: 7/200. Train Loss: 0.564 | Train Acc: 63.04% Val. Loss: 0.605 | Val. Acc: 58.33% Epoch: 124 | Epoch Time: 0m 0s | Early_Stopping: 8/200. Train Loss: 0.562 | Train Acc: 63.24% Val. Loss: 0.595 | Val. Acc: 58.33% Epoch: 125 | Epoch Time: 0m 0s | Early_Stopping: 9/200. Train Loss: 0.560 | Train Acc: 63.24% Val. Loss: 0.641 | Val. Acc: 52.67% Epoch: 126 | Epoch Time: 0m 0s | Early_Stopping: 10/200. Train Loss: 0.559 | Train Acc: 63.24% Val. Loss: 0.597 | Val. Acc: 58.33% Epoch: 127 | Epoch Time: 0m 0s | Early_Stopping: 11/200. Train Loss: 0.560 | Train Acc: 62.84% Val. Loss: 0.588 | Val. Acc: 58.33% Epoch: 128 | Epoch Time: 0m 0s | Early_Stopping: 12/200. Train Loss: 0.556 | Train Acc: 63.24% Val. Loss: 0.595 | Val. Acc: 58.33% Epoch: 129 | Epoch Time: 0m 0s | Early_Stopping: 13/200. Train Loss: 0.558 | Train Acc: 62.65% Val. Loss: 0.589 | Val. Acc: 58.33% Epoch: 130 | Epoch Time: 0m 0s | Early_Stopping: 14/200. Train Loss: 0.554 | Train Acc: 63.24% Val. Loss: 0.603 | Val. Acc: 58.33% Epoch: 131 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.553 | Train Acc: 63.04% Val. Loss: 0.546 | Val. Acc: 64.00% Epoch: 132 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.553 | Train Acc: 62.84% Val. Loss: 0.613 | Val. Acc: 52.67% Epoch: 133 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.545 | Train Acc: 63.63% Val. Loss: 0.588 | Val. Acc: 58.33% Epoch: 134 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.553 | Train Acc: 62.65% Val. Loss: 0.545 | Val. Acc: 64.00% Epoch: 135 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.549 | Train Acc: 63.14% Val. Loss: 0.581 | Val. Acc: 58.33% Epoch: 136 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.546 | Train Acc: 65.98% Val. Loss: 0.561 | Val. Acc: 58.33% Epoch: 137 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.547 | Train Acc: 62.75% Val. Loss: 0.608 | Val. Acc: 52.67% Epoch: 138 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.543 | Train Acc: 63.63% Val. Loss: 0.621 | Val. Acc: 47.00% Epoch: 139 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.538 | Train Acc: 65.00% Val. Loss: 0.592 | Val. Acc: 52.67% Epoch: 140 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.543 | Train Acc: 63.33% Val. Loss: 0.526 | Val. Acc: 75.00% Epoch: 141 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.539 | Train Acc: 71.86% Val. Loss: 0.550 | Val. Acc: 75.00% Epoch: 142 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.534 | Train Acc: 72.45% Val. Loss: 0.589 | Val. Acc: 52.67% Epoch: 143 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.535 | Train Acc: 66.08% Val. Loss: 0.520 | Val. Acc: 75.00% Epoch: 144 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.536 | Train Acc: 68.14% Val. Loss: 0.579 | Val. Acc: 69.33% Epoch: 145 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.533 | Train Acc: 71.96% Val. Loss: 0.517 | Val. Acc: 75.00% Epoch: 146 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.532 | Train Acc: 71.57% Val. Loss: 0.641 | Val. Acc: 58.00% Epoch: 147 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.525 | Train Acc: 72.84% Val. Loss: 0.525 | Val. Acc: 75.00% Epoch: 148 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.526 | Train Acc: 72.35% Val. Loss: 0.552 | Val. Acc: 75.00% Epoch: 149 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.525 | Train Acc: 72.25% Val. Loss: 0.564 | Val. Acc: 69.33% Epoch: 150 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.525 | Train Acc: 72.45% Val. Loss: 0.572 | Val. Acc: 69.33% Epoch: 151 | Epoch Time: 0m 0s | Early_Stopping: 6/200. Train Loss: 0.519 | Train Acc: 72.55% Val. Loss: 0.590 | Val. Acc: 63.67% Epoch: 152 | Epoch Time: 0m 0s | Early_Stopping: 7/200. Train Loss: 0.518 | Train Acc: 72.75% Val. Loss: 0.532 | Val. Acc: 75.00% Epoch: 153 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.521 | Train Acc: 71.96% Val. Loss: 0.516 | Val. Acc: 75.00% Epoch: 154 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.524 | Train Acc: 72.06% Val. Loss: 0.569 | Val. Acc: 70.33% Epoch: 155 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.517 | Train Acc: 72.25% Val. Loss: 0.532 | Val. Acc: 70.33% Epoch: 156 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.511 | Train Acc: 73.04% Val. Loss: 0.580 | Val. Acc: 64.67% Epoch: 157 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.513 | Train Acc: 72.65% Val. Loss: 0.526 | Val. Acc: 76.00% Epoch: 158 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.511 | Train Acc: 72.45% Val. Loss: 0.582 | Val. Acc: 64.67% Epoch: 159 | Epoch Time: 0m 0s | Early_Stopping: 6/200. Train Loss: 0.512 | Train Acc: 72.25% Val. Loss: 0.544 | Val. Acc: 76.00% Epoch: 160 | Epoch Time: 0m 0s | Early_Stopping: 7/200. Train Loss: 0.506 | Train Acc: 73.14% Val. Loss: 0.522 | Val. Acc: 76.00% Epoch: 161 | Epoch Time: 0m 0s | Early_Stopping: 8/200. Train Loss: 0.504 | Train Acc: 72.75% Val. Loss: 0.589 | Val. Acc: 64.67% Epoch: 162 | Epoch Time: 0m 0s | Early_Stopping: 9/200. Train Loss: 0.505 | Train Acc: 72.55% Val. Loss: 0.529 | Val. Acc: 76.00% Epoch: 163 | Epoch Time: 0m 0s | Early_Stopping: 10/200. Train Loss: 0.503 | Train Acc: 72.84% Val. Loss: 0.538 | Val. Acc: 78.00% Epoch: 164 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.499 | Train Acc: 72.94% Val. Loss: 0.499 | Val. Acc: 78.00% Epoch: 165 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.497 | Train Acc: 73.73% Val. Loss: 0.511 | Val. Acc: 79.00% Epoch: 166 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.495 | Train Acc: 74.51% Val. Loss: 0.559 | Val. Acc: 64.67% Epoch: 167 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.497 | Train Acc: 73.14% Val. Loss: 0.542 | Val. Acc: 66.67% Epoch: 168 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.494 | Train Acc: 73.92% Val. Loss: 0.561 | Val. Acc: 66.67% Epoch: 169 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.495 | Train Acc: 72.84% Val. Loss: 0.526 | Val. Acc: 72.33% Epoch: 170 | Epoch Time: 0m 0s | Early_Stopping: 6/200. Train Loss: 0.489 | Train Acc: 76.37% Val. Loss: 0.550 | Val. Acc: 72.33% Epoch: 171 | Epoch Time: 0m 0s | Early_Stopping: 7/200. Train Loss: 0.490 | Train Acc: 73.53% Val. Loss: 0.545 | Val. Acc: 73.33% Epoch: 172 | Epoch Time: 0m 0s | Early_Stopping: 8/200. Train Loss: 0.486 | Train Acc: 74.02% Val. Loss: 0.525 | Val. Acc: 74.33% Epoch: 173 | Epoch Time: 0m 0s | Early_Stopping: 9/200. Train Loss: 0.485 | Train Acc: 76.67% Val. Loss: 0.551 | Val. Acc: 74.33% Epoch: 174 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.481 | Train Acc: 76.57% Val. Loss: 0.496 | Val. Acc: 79.00% Epoch: 175 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.480 | Train Acc: 77.25% Val. Loss: 0.521 | Val. Acc: 72.33% Epoch: 176 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.480 | Train Acc: 74.31% Val. Loss: 0.558 | Val. Acc: 74.33% Epoch: 177 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.475 | Train Acc: 78.63% Val. Loss: 0.490 | Val. Acc: 78.00% Epoch: 178 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.476 | Train Acc: 74.71% Val. Loss: 0.506 | Val. Acc: 77.33% Epoch: 179 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.478 | Train Acc: 77.75% Val. Loss: 0.479 | Val. Acc: 83.00% Epoch: 180 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.474 | Train Acc: 78.24% Val. Loss: 0.549 | Val. Acc: 77.33% Epoch: 181 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.471 | Train Acc: 78.53% Val. Loss: 0.522 | Val. Acc: 78.33% Epoch: 182 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.467 | Train Acc: 78.14% Val. Loss: 0.493 | Val. Acc: 83.00% Epoch: 183 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.465 | Train Acc: 78.53% Val. Loss: 0.490 | Val. Acc: 83.00% Epoch: 184 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.467 | Train Acc: 75.39% Val. Loss: 0.489 | Val. Acc: 78.33% Epoch: 185 | Epoch Time: 0m 0s | Early_Stopping: 6/200. Train Loss: 0.463 | Train Acc: 80.29% Val. Loss: 0.489 | Val. Acc: 84.00% Epoch: 186 | Epoch Time: 0m 0s | Early_Stopping: 7/200. Train Loss: 0.462 | Train Acc: 78.63% Val. Loss: 0.502 | Val. Acc: 83.00% Epoch: 187 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.461 | Train Acc: 78.63% Val. Loss: 0.475 | Val. Acc: 84.00% Epoch: 188 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.454 | Train Acc: 80.59% Val. Loss: 0.475 | Val. Acc: 84.00% Epoch: 189 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.456 | Train Acc: 79.71% Val. Loss: 0.526 | Val. Acc: 72.67% Epoch: 190 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.454 | Train Acc: 79.90% Val. Loss: 0.460 | Val. Acc: 84.00% Epoch: 191 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.454 | Train Acc: 79.90% Val. Loss: 0.451 | Val. Acc: 78.33% Epoch: 192 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.451 | Train Acc: 79.71% Val. Loss: 0.463 | Val. Acc: 78.33% Epoch: 193 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.450 | Train Acc: 80.49% Val. Loss: 0.485 | Val. Acc: 84.00% Epoch: 194 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.444 | Train Acc: 80.69% Val. Loss: 0.529 | Val. Acc: 67.00% Epoch: 195 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.444 | Train Acc: 81.86% Val. Loss: 0.479 | Val. Acc: 78.33% Epoch: 196 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.443 | Train Acc: 80.59% Val. Loss: 0.463 | Val. Acc: 78.33% Epoch: 197 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.438 | Train Acc: 79.90% Val. Loss: 0.437 | Val. Acc: 84.00% Epoch: 198 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.439 | Train Acc: 79.90% Val. Loss: 0.444 | Val. Acc: 87.00% Epoch: 199 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.435 | Train Acc: 82.45% Val. Loss: 0.430 | Val. Acc: 85.00% Epoch: 200 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.433 | Train Acc: 81.76% Val. Loss: 0.468 | Val. Acc: 85.00% Epoch: 201 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.430 | Train Acc: 82.06% Val. Loss: 0.472 | Val. Acc: 85.00% Epoch: 202 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.430 | Train Acc: 82.55% Val. Loss: 0.494 | Val. Acc: 73.67% Epoch: 203 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.430 | Train Acc: 81.67% Val. Loss: 0.462 | Val. Acc: 81.33% Epoch: 204 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.425 | Train Acc: 83.14% Val. Loss: 0.456 | Val. Acc: 79.33% Epoch: 205 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.426 | Train Acc: 81.76% Val. Loss: 0.418 | Val. Acc: 88.00% Epoch: 206 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.422 | Train Acc: 83.92% Val. Loss: 0.437 | Val. Acc: 81.33% Epoch: 207 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.420 | Train Acc: 83.04% Val. Loss: 0.385 | Val. Acc: 87.00% Epoch: 208 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.419 | Train Acc: 82.25% Val. Loss: 0.429 | Val. Acc: 89.00% Epoch: 209 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.418 | Train Acc: 83.53% Val. Loss: 0.436 | Val. Acc: 83.33% Epoch: 210 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.414 | Train Acc: 84.22% Val. Loss: 0.434 | Val. Acc: 83.33% Epoch: 211 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.415 | Train Acc: 83.04% Val. Loss: 0.418 | Val. Acc: 89.00% Epoch: 212 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.411 | Train Acc: 84.31% Val. Loss: 0.436 | Val. Acc: 83.33% Epoch: 213 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.412 | Train Acc: 85.00% Val. Loss: 0.382 | Val. Acc: 89.00% Epoch: 214 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.410 | Train Acc: 84.22% Val. Loss: 0.471 | Val. Acc: 83.33% Epoch: 215 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.409 | Train Acc: 85.20% Val. Loss: 0.419 | Val. Acc: 89.00% Epoch: 216 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.405 | Train Acc: 85.20% Val. Loss: 0.400 | Val. Acc: 89.00% Epoch: 217 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.399 | Train Acc: 85.69% Val. Loss: 0.441 | Val. Acc: 89.00% Epoch: 218 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.401 | Train Acc: 83.63% Val. Loss: 0.381 | Val. Acc: 89.00% Epoch: 219 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.397 | Train Acc: 84.71% Val. Loss: 0.487 | Val. Acc: 77.67% Epoch: 220 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.398 | Train Acc: 85.00% Val. Loss: 0.429 | Val. Acc: 83.33% Epoch: 221 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.390 | Train Acc: 86.18% Val. Loss: 0.391 | Val. Acc: 89.00% Epoch: 222 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.389 | Train Acc: 85.59% Val. Loss: 0.394 | Val. Acc: 83.33% Epoch: 223 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.385 | Train Acc: 85.88% Val. Loss: 0.385 | Val. Acc: 89.00% Epoch: 224 | Epoch Time: 0m 0s | Early_Stopping: 6/200. Train Loss: 0.389 | Train Acc: 85.29% Val. Loss: 0.416 | Val. Acc: 83.33% Epoch: 225 | Epoch Time: 0m 0s | Early_Stopping: 7/200. Train Loss: 0.387 | Train Acc: 85.49% Val. Loss: 0.418 | Val. Acc: 83.33% Epoch: 226 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.384 | Train Acc: 86.08% Val. Loss: 0.352 | Val. Acc: 89.00% Epoch: 227 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.384 | Train Acc: 86.37% Val. Loss: 0.401 | Val. Acc: 89.00% Epoch: 228 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.379 | Train Acc: 88.33% Val. Loss: 0.369 | Val. Acc: 89.00% Epoch: 229 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.377 | Train Acc: 85.78% Val. Loss: 0.409 | Val. Acc: 83.33% Epoch: 230 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.377 | Train Acc: 87.75% Val. Loss: 0.419 | Val. Acc: 89.00% Epoch: 231 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.375 | Train Acc: 86.37% Val. Loss: 0.382 | Val. Acc: 89.00% Epoch: 232 | Epoch Time: 0m 0s | Early_Stopping: 6/200. Train Loss: 0.375 | Train Acc: 87.06% Val. Loss: 0.434 | Val. Acc: 83.33% Epoch: 233 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.370 | Train Acc: 87.94% Val. Loss: 0.335 | Val. Acc: 89.00% Epoch: 234 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.373 | Train Acc: 86.76% Val. Loss: 0.364 | Val. Acc: 89.00% Epoch: 235 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.365 | Train Acc: 88.53% Val. Loss: 0.420 | Val. Acc: 83.33% Epoch: 236 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.365 | Train Acc: 88.43% Val. Loss: 0.408 | Val. Acc: 89.00% Epoch: 237 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.362 | Train Acc: 88.92% Val. Loss: 0.413 | Val. Acc: 89.00% Epoch: 238 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.362 | Train Acc: 89.12% Val. Loss: 0.342 | Val. Acc: 89.00% Epoch: 239 | Epoch Time: 0m 0s | Early_Stopping: 6/200. Train Loss: 0.362 | Train Acc: 88.82% Val. Loss: 0.374 | Val. Acc: 83.33% Epoch: 240 | Epoch Time: 0m 0s | Early_Stopping: 7/200. Train Loss: 0.357 | Train Acc: 89.22% Val. Loss: 0.389 | Val. Acc: 83.33% Epoch: 241 | Epoch Time: 0m 0s | Early_Stopping: 8/200. Train Loss: 0.358 | Train Acc: 88.53% Val. Loss: 0.356 | Val. Acc: 89.00% Epoch: 242 | Epoch Time: 0m 0s | Early_Stopping: 9/200. Train Loss: 0.353 | Train Acc: 89.51% Val. Loss: 0.381 | Val. Acc: 83.33% Epoch: 243 | Epoch Time: 0m 0s | Early_Stopping: 10/200. Train Loss: 0.350 | Train Acc: 89.22% Val. Loss: 0.347 | Val. Acc: 89.00% Epoch: 244 | Epoch Time: 0m 0s | Early_Stopping: 11/200. Train Loss: 0.353 | Train Acc: 89.02% Val. Loss: 0.365 | Val. Acc: 84.33% Epoch: 245 | Epoch Time: 0m 0s | Early_Stopping: 12/200. Train Loss: 0.351 | Train Acc: 88.82% Val. Loss: 0.337 | Val. Acc: 91.00% Epoch: 246 | Epoch Time: 0m 0s | Early_Stopping: 13/200. Train Loss: 0.348 | Train Acc: 90.00% Val. Loss: 0.337 | Val. Acc: 90.00% Epoch: 247 | Epoch Time: 0m 0s | Early_Stopping: 14/200. Train Loss: 0.349 | Train Acc: 89.71% Val. Loss: 0.360 | Val. Acc: 91.00% Epoch: 248 | Epoch Time: 0m 0s | Early_Stopping: 15/200. Train Loss: 0.342 | Train Acc: 90.39% Val. Loss: 0.362 | Val. Acc: 85.33% Epoch: 249 | Epoch Time: 0m 0s | Early_Stopping: 16/200. Train Loss: 0.342 | Train Acc: 90.69% Val. Loss: 0.380 | Val. Acc: 85.33% Epoch: 250 | Epoch Time: 0m 0s | Early_Stopping: 17/200. Train Loss: 0.338 | Train Acc: 90.59% Val. Loss: 0.401 | Val. Acc: 79.67% Epoch: 251 | Epoch Time: 0m 0s | Early_Stopping: 18/200. Train Loss: 0.338 | Train Acc: 90.39% Val. Loss: 0.353 | Val. Acc: 91.00% Epoch: 252 | Epoch Time: 0m 0s | Early_Stopping: 19/200. Train Loss: 0.335 | Train Acc: 90.69% Val. Loss: 0.337 | Val. Acc: 91.00% Epoch: 253 | Epoch Time: 0m 0s | Early_Stopping: 20/200. Train Loss: 0.336 | Train Acc: 89.61% Val. Loss: 0.339 | Val. Acc: 91.00% Epoch: 254 | Epoch Time: 0m 0s | Early_Stopping: 21/200. Train Loss: 0.332 | Train Acc: 90.39% Val. Loss: 0.355 | Val. Acc: 91.00% Epoch: 255 | Epoch Time: 0m 0s | Early_Stopping: 22/200. Train Loss: 0.331 | Train Acc: 90.49% Val. Loss: 0.368 | Val. Acc: 85.33% Epoch: 256 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.330 | Train Acc: 90.69% Val. Loss: 0.307 | Val. Acc: 91.00% Epoch: 257 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.328 | Train Acc: 90.59% Val. Loss: 0.373 | Val. Acc: 91.00% Epoch: 258 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.324 | Train Acc: 90.59% Val. Loss: 0.331 | Val. Acc: 91.00% Epoch: 259 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.322 | Train Acc: 90.29% Val. Loss: 0.362 | Val. Acc: 92.00% Epoch: 260 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.322 | Train Acc: 90.98% Val. Loss: 0.297 | Val. Acc: 91.00% Epoch: 261 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.322 | Train Acc: 90.20% Val. Loss: 0.349 | Val. Acc: 91.00% Epoch: 262 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.319 | Train Acc: 90.69% Val. Loss: 0.315 | Val. Acc: 92.00% Epoch: 263 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.320 | Train Acc: 90.20% Val. Loss: 0.321 | Val. Acc: 92.00% Epoch: 264 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.316 | Train Acc: 90.88% Val. Loss: 0.345 | Val. Acc: 92.00% Epoch: 265 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.316 | Train Acc: 90.39% Val. Loss: 0.285 | Val. Acc: 92.00% Epoch: 266 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.315 | Train Acc: 90.88% Val. Loss: 0.303 | Val. Acc: 92.00% Epoch: 267 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.314 | Train Acc: 90.88% Val. Loss: 0.290 | Val. Acc: 92.00% Epoch: 268 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.311 | Train Acc: 90.88% Val. Loss: 0.298 | Val. Acc: 92.00% Epoch: 269 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.308 | Train Acc: 90.88% Val. Loss: 0.298 | Val. Acc: 92.00% Epoch: 270 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.306 | Train Acc: 90.88% Val. Loss: 0.344 | Val. Acc: 92.00% Epoch: 271 | Epoch Time: 0m 0s | Early_Stopping: 6/200. Train Loss: 0.312 | Train Acc: 90.29% Val. Loss: 0.314 | Val. Acc: 86.33% Epoch: 272 | Epoch Time: 0m 0s | Early_Stopping: 7/200. Train Loss: 0.304 | Train Acc: 90.69% Val. Loss: 0.305 | Val. Acc: 92.00% Epoch: 273 | Epoch Time: 0m 0s | Early_Stopping: 8/200. Train Loss: 0.308 | Train Acc: 90.29% Val. Loss: 0.345 | Val. Acc: 86.33% Epoch: 274 | Epoch Time: 0m 0s | Early_Stopping: 9/200. Train Loss: 0.302 | Train Acc: 90.88% Val. Loss: 0.306 | Val. Acc: 92.00% Epoch: 275 | Epoch Time: 0m 0s | Early_Stopping: 10/200. Train Loss: 0.302 | Train Acc: 90.69% Val. Loss: 0.296 | Val. Acc: 92.00% Epoch: 276 | Epoch Time: 0m 0s | Early_Stopping: 11/200. Train Loss: 0.300 | Train Acc: 90.69% Val. Loss: 0.352 | Val. Acc: 86.33% Epoch: 277 | Epoch Time: 0m 0s | Early_Stopping: 12/200. Train Loss: 0.297 | Train Acc: 90.88% Val. Loss: 0.291 | Val. Acc: 92.00% Epoch: 278 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.299 | Train Acc: 90.49% Val. Loss: 0.264 | Val. Acc: 92.00% Epoch: 279 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.295 | Train Acc: 90.69% Val. Loss: 0.294 | Val. Acc: 92.00% Epoch: 280 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.294 | Train Acc: 90.69% Val. Loss: 0.301 | Val. Acc: 92.00% Epoch: 281 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.293 | Train Acc: 90.69% Val. Loss: 0.306 | Val. Acc: 94.00% Epoch: 282 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.289 | Train Acc: 91.18% Val. Loss: 0.292 | Val. Acc: 92.00% Epoch: 283 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.295 | Train Acc: 90.29% Val. Loss: 0.383 | Val. Acc: 80.67% Epoch: 284 | Epoch Time: 0m 0s | Early_Stopping: 6/200. Train Loss: 0.287 | Train Acc: 91.18% Val. Loss: 0.346 | Val. Acc: 86.33% Epoch: 285 | Epoch Time: 0m 0s | Early_Stopping: 7/200. Train Loss: 0.288 | Train Acc: 90.69% Val. Loss: 0.292 | Val. Acc: 92.00% Epoch: 286 | Epoch Time: 0m 0s | Early_Stopping: 8/200. Train Loss: 0.284 | Train Acc: 91.18% Val. Loss: 0.344 | Val. Acc: 86.33% Epoch: 287 | Epoch Time: 0m 0s | Early_Stopping: 9/200. Train Loss: 0.288 | Train Acc: 90.78% Val. Loss: 0.269 | Val. Acc: 92.00% Epoch: 288 | Epoch Time: 0m 0s | Early_Stopping: 10/200. Train Loss: 0.284 | Train Acc: 90.98% Val. Loss: 0.301 | Val. Acc: 92.00% Epoch: 289 | Epoch Time: 0m 0s | Early_Stopping: 11/200. Train Loss: 0.285 | Train Acc: 90.49% Val. Loss: 0.348 | Val. Acc: 86.33% Epoch: 290 | Epoch Time: 0m 0s | Early_Stopping: 12/200. Train Loss: 0.284 | Train Acc: 90.20% Val. Loss: 0.265 | Val. Acc: 94.00% Epoch: 291 | Epoch Time: 0m 0s | Early_Stopping: 13/200. Train Loss: 0.283 | Train Acc: 90.49% Val. Loss: 0.270 | Val. Acc: 94.00% Epoch: 292 | Epoch Time: 0m 0s | Early_Stopping: 14/200. Train Loss: 0.281 | Train Acc: 91.08% Val. Loss: 0.370 | Val. Acc: 88.33% Epoch: 293 | Epoch Time: 0m 0s | Early_Stopping: 15/200. Train Loss: 0.277 | Train Acc: 91.18% Val. Loss: 0.269 | Val. Acc: 94.00% Epoch: 294 | Epoch Time: 0m 0s | Early_Stopping: 16/200. Train Loss: 0.278 | Train Acc: 91.67% Val. Loss: 0.289 | Val. Acc: 94.00% Epoch: 295 | Epoch Time: 0m 0s | Early_Stopping: 17/200. Train Loss: 0.276 | Train Acc: 91.67% Val. Loss: 0.321 | Val. Acc: 94.00% Epoch: 296 | Epoch Time: 0m 0s | Early_Stopping: 18/200. Train Loss: 0.276 | Train Acc: 91.08% Val. Loss: 0.278 | Val. Acc: 94.00% Epoch: 297 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.272 | Train Acc: 91.57% Val. Loss: 0.254 | Val. Acc: 94.00% Epoch: 298 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.273 | Train Acc: 91.57% Val. Loss: 0.274 | Val. Acc: 94.00% Epoch: 299 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.269 | Train Acc: 92.06% Val. Loss: 0.266 | Val. Acc: 94.00% Epoch: 300 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.269 | Train Acc: 91.76% Val. Loss: 0.325 | Val. Acc: 88.33% Epoch: 301 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.268 | Train Acc: 91.76% Val. Loss: 0.245 | Val. Acc: 94.00% Epoch: 302 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.270 | Train Acc: 91.76% Val. Loss: 0.279 | Val. Acc: 94.00% Epoch: 303 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.267 | Train Acc: 91.86% Val. Loss: 0.267 | Val. Acc: 94.00% Epoch: 304 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.264 | Train Acc: 92.06% Val. Loss: 0.260 | Val. Acc: 94.00% Epoch: 305 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.267 | Train Acc: 91.37% Val. Loss: 0.243 | Val. Acc: 94.00% Epoch: 306 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.266 | Train Acc: 91.47% Val. Loss: 0.263 | Val. Acc: 94.00% Epoch: 307 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.263 | Train Acc: 91.67% Val. Loss: 0.266 | Val. Acc: 94.00% Epoch: 308 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.259 | Train Acc: 91.76% Val. Loss: 0.307 | Val. Acc: 88.33% Epoch: 309 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.260 | Train Acc: 92.06% Val. Loss: 0.244 | Val. Acc: 94.00% Epoch: 310 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.259 | Train Acc: 91.57% Val. Loss: 0.286 | Val. Acc: 94.00% Epoch: 311 | Epoch Time: 0m 0s | Early_Stopping: 6/200. Train Loss: 0.263 | Train Acc: 91.18% Val. Loss: 0.291 | Val. Acc: 88.33% Epoch: 312 | Epoch Time: 0m 0s | Early_Stopping: 7/200. Train Loss: 0.255 | Train Acc: 92.06% Val. Loss: 0.260 | Val. Acc: 94.00% Epoch: 313 | Epoch Time: 0m 0s | Early_Stopping: 8/200. Train Loss: 0.256 | Train Acc: 92.06% Val. Loss: 0.285 | Val. Acc: 94.00% Epoch: 314 | Epoch Time: 0m 0s | Early_Stopping: 9/200. Train Loss: 0.259 | Train Acc: 91.47% Val. Loss: 0.325 | Val. Acc: 88.33% Epoch: 315 | Epoch Time: 0m 0s | Early_Stopping: 10/200. Train Loss: 0.259 | Train Acc: 91.47% Val. Loss: 0.257 | Val. Acc: 94.00% Epoch: 316 | Epoch Time: 0m 0s | Early_Stopping: 11/200. Train Loss: 0.258 | Train Acc: 90.98% Val. Loss: 0.251 | Val. Acc: 94.00% Epoch: 317 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.252 | Train Acc: 91.86% Val. Loss: 0.236 | Val. Acc: 94.00% Epoch: 318 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.251 | Train Acc: 92.16% Val. Loss: 0.359 | Val. Acc: 88.33% Epoch: 319 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.254 | Train Acc: 91.57% Val. Loss: 0.260 | Val. Acc: 94.00% Epoch: 320 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.250 | Train Acc: 92.65% Val. Loss: 0.236 | Val. Acc: 94.00% Epoch: 321 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.247 | Train Acc: 92.06% Val. Loss: 0.352 | Val. Acc: 88.33% Epoch: 322 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.249 | Train Acc: 91.96% Val. Loss: 0.236 | Val. Acc: 94.00% Epoch: 323 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.249 | Train Acc: 92.06% Val. Loss: 0.244 | Val. Acc: 94.00% Epoch: 324 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.250 | Train Acc: 91.47% Val. Loss: 0.264 | Val. Acc: 94.00% Epoch: 325 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.248 | Train Acc: 91.37% Val. Loss: 0.236 | Val. Acc: 94.00% Epoch: 326 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.247 | Train Acc: 91.76% Val. Loss: 0.279 | Val. Acc: 88.33% Epoch: 327 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.247 | Train Acc: 91.96% Val. Loss: 0.220 | Val. Acc: 94.00% Epoch: 328 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.245 | Train Acc: 91.86% Val. Loss: 0.238 | Val. Acc: 94.00% Epoch: 329 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.245 | Train Acc: 91.96% Val. Loss: 0.262 | Val. Acc: 94.00% Epoch: 330 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.242 | Train Acc: 91.86% Val. Loss: 0.279 | Val. Acc: 94.00% Epoch: 331 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.245 | Train Acc: 92.16% Val. Loss: 0.273 | Val. Acc: 88.33% Epoch: 332 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.243 | Train Acc: 91.86% Val. Loss: 0.220 | Val. Acc: 94.00% Epoch: 333 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.240 | Train Acc: 91.86% Val. Loss: 0.238 | Val. Acc: 94.00% Epoch: 334 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.238 | Train Acc: 92.16% Val. Loss: 0.217 | Val. Acc: 94.00% Epoch: 335 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.240 | Train Acc: 91.86% Val. Loss: 0.231 | Val. Acc: 94.00% Epoch: 336 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.237 | Train Acc: 92.06% Val. Loss: 0.236 | Val. Acc: 94.00% Epoch: 337 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.236 | Train Acc: 91.57% Val. Loss: 0.252 | Val. Acc: 94.00% Epoch: 338 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.235 | Train Acc: 91.86% Val. Loss: 0.269 | Val. Acc: 94.00% Epoch: 339 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.232 | Train Acc: 92.06% Val. Loss: 0.289 | Val. Acc: 88.33% Epoch: 340 | Epoch Time: 0m 0s | Early_Stopping: 6/200. Train Loss: 0.233 | Train Acc: 92.16% Val. Loss: 0.223 | Val. Acc: 94.00% Epoch: 341 | Epoch Time: 0m 0s | Early_Stopping: 7/200. Train Loss: 0.233 | Train Acc: 91.96% Val. Loss: 0.284 | Val. Acc: 88.33% Epoch: 342 | Epoch Time: 0m 0s | Early_Stopping: 8/200. Train Loss: 0.229 | Train Acc: 92.35% Val. Loss: 0.237 | Val. Acc: 94.00% Epoch: 343 | Epoch Time: 0m 0s | Early_Stopping: 9/200. Train Loss: 0.231 | Train Acc: 92.06% Val. Loss: 0.243 | Val. Acc: 94.00% Epoch: 344 | Epoch Time: 0m 0s | Early_Stopping: 10/200. Train Loss: 0.229 | Train Acc: 92.06% Val. Loss: 0.245 | Val. Acc: 94.00% Epoch: 345 | Epoch Time: 0m 0s | Early_Stopping: 11/200. Train Loss: 0.229 | Train Acc: 92.65% Val. Loss: 0.264 | Val. Acc: 88.33% Epoch: 346 | Epoch Time: 0m 0s | Early_Stopping: 12/200. Train Loss: 0.228 | Train Acc: 92.35% Val. Loss: 0.218 | Val. Acc: 94.00% Epoch: 347 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.227 | Train Acc: 91.86% Val. Loss: 0.216 | Val. Acc: 94.00% Epoch: 348 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.230 | Train Acc: 91.67% Val. Loss: 0.340 | Val. Acc: 88.33% Epoch: 349 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.227 | Train Acc: 91.96% Val. Loss: 0.320 | Val. Acc: 88.33% Epoch: 350 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.228 | Train Acc: 92.25% Val. Loss: 0.211 | Val. Acc: 94.00% Epoch: 351 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.231 | Train Acc: 92.35% Val. Loss: 0.223 | Val. Acc: 94.00% Epoch: 352 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.227 | Train Acc: 91.57% Val. Loss: 0.294 | Val. Acc: 88.33% Epoch: 353 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.223 | Train Acc: 91.86% Val. Loss: 0.282 | Val. Acc: 88.33% Epoch: 354 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.223 | Train Acc: 93.24% Val. Loss: 0.212 | Val. Acc: 94.00% Epoch: 355 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.223 | Train Acc: 92.65% Val. Loss: 0.209 | Val. Acc: 94.00% Epoch: 356 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.229 | Train Acc: 91.96% Val. Loss: 0.262 | Val. Acc: 94.00% Epoch: 357 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.223 | Train Acc: 92.25% Val. Loss: 0.330 | Val. Acc: 88.33% Epoch: 358 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.223 | Train Acc: 92.16% Val. Loss: 0.371 | Val. Acc: 82.67% Epoch: 359 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.224 | Train Acc: 92.35% Val. Loss: 0.233 | Val. Acc: 94.00% Epoch: 360 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.218 | Train Acc: 92.06% Val. Loss: 0.225 | Val. Acc: 94.00% Epoch: 361 | Epoch Time: 0m 0s | Early_Stopping: 6/200. Train Loss: 0.222 | Train Acc: 92.25% Val. Loss: 0.218 | Val. Acc: 94.00% Epoch: 362 | Epoch Time: 0m 0s | Early_Stopping: 7/200. Train Loss: 0.217 | Train Acc: 92.94% Val. Loss: 0.230 | Val. Acc: 94.00% Epoch: 363 | Epoch Time: 0m 0s | Early_Stopping: 8/200. Train Loss: 0.223 | Train Acc: 92.16% Val. Loss: 0.238 | Val. Acc: 94.00% Epoch: 364 | Epoch Time: 0m 0s | Early_Stopping: 9/200. Train Loss: 0.218 | Train Acc: 92.45% Val. Loss: 0.232 | Val. Acc: 94.00% Epoch: 365 | Epoch Time: 0m 0s | Early_Stopping: 10/200. Train Loss: 0.219 | Train Acc: 92.25% Val. Loss: 0.230 | Val. Acc: 94.00% Epoch: 366 | Epoch Time: 0m 0s | Early_Stopping: 11/200. Train Loss: 0.214 | Train Acc: 93.04% Val. Loss: 0.254 | Val. Acc: 94.00% Epoch: 367 | Epoch Time: 0m 0s | Early_Stopping: 12/200. Train Loss: 0.213 | Train Acc: 92.35% Val. Loss: 0.219 | Val. Acc: 94.00% Epoch: 368 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.214 | Train Acc: 92.35% Val. Loss: 0.201 | Val. Acc: 94.00% Epoch: 369 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.214 | Train Acc: 92.16% Val. Loss: 0.245 | Val. Acc: 94.00% Epoch: 370 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.212 | Train Acc: 93.24% Val. Loss: 0.330 | Val. Acc: 88.33% Epoch: 371 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.212 | Train Acc: 92.94% Val. Loss: 0.241 | Val. Acc: 94.00% Epoch: 372 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.213 | Train Acc: 92.75% Val. Loss: 0.214 | Val. Acc: 94.00% Epoch: 373 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.212 | Train Acc: 92.16% Val. Loss: 0.205 | Val. Acc: 94.00% Epoch: 374 | Epoch Time: 0m 0s | Early_Stopping: 6/200. Train Loss: 0.209 | Train Acc: 92.94% Val. Loss: 0.203 | Val. Acc: 94.00% Epoch: 375 | Epoch Time: 0m 0s | Early_Stopping: 7/200. Train Loss: 0.211 | Train Acc: 92.45% Val. Loss: 0.299 | Val. Acc: 88.33% Epoch: 376 | Epoch Time: 0m 0s | Early_Stopping: 8/200. Train Loss: 0.209 | Train Acc: 92.65% Val. Loss: 0.215 | Val. Acc: 94.00% Epoch: 377 | Epoch Time: 0m 0s | Early_Stopping: 9/200. Train Loss: 0.209 | Train Acc: 92.16% Val. Loss: 0.213 | Val. Acc: 94.00% Epoch: 378 | Epoch Time: 0m 0s | Early_Stopping: 10/200. Train Loss: 0.212 | Train Acc: 92.84% Val. Loss: 0.220 | Val. Acc: 94.00% Epoch: 379 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.209 | Train Acc: 92.65% Val. Loss: 0.197 | Val. Acc: 94.00% Epoch: 380 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.210 | Train Acc: 92.94% Val. Loss: 0.205 | Val. Acc: 94.00% Epoch: 381 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.207 | Train Acc: 92.75% Val. Loss: 0.200 | Val. Acc: 94.00% Epoch: 382 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.208 | Train Acc: 92.94% Val. Loss: 0.205 | Val. Acc: 94.00% Epoch: 383 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.207 | Train Acc: 92.65% Val. Loss: 0.192 | Val. Acc: 94.00% Epoch: 384 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.209 | Train Acc: 92.75% Val. Loss: 0.227 | Val. Acc: 94.00% Epoch: 385 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.205 | Train Acc: 92.65% Val. Loss: 0.223 | Val. Acc: 94.00% Epoch: 386 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.210 | Train Acc: 92.84% Val. Loss: 0.193 | Val. Acc: 94.00% Epoch: 387 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.204 | Train Acc: 92.65% Val. Loss: 0.208 | Val. Acc: 94.00% Epoch: 388 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.208 | Train Acc: 92.06% Val. Loss: 0.289 | Val. Acc: 88.33% Epoch: 389 | Epoch Time: 0m 0s | Early_Stopping: 6/200. Train Loss: 0.204 | Train Acc: 92.45% Val. Loss: 0.205 | Val. Acc: 94.00% Epoch: 390 | Epoch Time: 0m 0s | Early_Stopping: 7/200. Train Loss: 0.203 | Train Acc: 92.45% Val. Loss: 0.237 | Val. Acc: 94.00% Epoch: 391 | Epoch Time: 0m 0s | Early_Stopping: 8/200. Train Loss: 0.202 | Train Acc: 92.45% Val. Loss: 0.235 | Val. Acc: 88.33% Epoch: 392 | Epoch Time: 0m 0s | Early_Stopping: 9/200. Train Loss: 0.202 | Train Acc: 93.04% Val. Loss: 0.300 | Val. Acc: 88.33% Epoch: 393 | Epoch Time: 0m 0s | Early_Stopping: 10/200. Train Loss: 0.203 | Train Acc: 92.25% Val. Loss: 0.212 | Val. Acc: 94.00% Epoch: 394 | Epoch Time: 0m 0s | Early_Stopping: 11/200. Train Loss: 0.203 | Train Acc: 92.25% Val. Loss: 0.209 | Val. Acc: 94.00% Epoch: 395 | Epoch Time: 0m 0s | Early_Stopping: 12/200. Train Loss: 0.202 | Train Acc: 92.25% Val. Loss: 0.203 | Val. Acc: 94.00% Epoch: 396 | Epoch Time: 0m 0s | Early_Stopping: 13/200. Train Loss: 0.200 | Train Acc: 92.65% Val. Loss: 0.214 | Val. Acc: 94.00% Epoch: 397 | Epoch Time: 0m 0s | Early_Stopping: 14/200. Train Loss: 0.198 | Train Acc: 92.45% Val. Loss: 0.252 | Val. Acc: 88.33% Epoch: 398 | Epoch Time: 0m 0s | Early_Stopping: 15/200. Train Loss: 0.197 | Train Acc: 92.65% Val. Loss: 0.195 | Val. Acc: 94.00% Epoch: 399 | Epoch Time: 0m 0s | Early_Stopping: 16/200. Train Loss: 0.201 | Train Acc: 92.45% Val. Loss: 0.203 | Val. Acc: 94.00% Epoch: 400 | Epoch Time: 0m 0s | Early_Stopping: 17/200. Train Loss: 0.199 | Train Acc: 92.84% Val. Loss: 0.238 | Val. Acc: 88.33% Epoch: 401 | Epoch Time: 0m 0s | Early_Stopping: 18/200. Train Loss: 0.200 | Train Acc: 92.45% Val. Loss: 0.218 | Val. Acc: 94.00% Epoch: 402 | Epoch Time: 0m 0s | Early_Stopping: 19/200. Train Loss: 0.197 | Train Acc: 92.45% Val. Loss: 0.215 | Val. Acc: 94.00% Epoch: 403 | Epoch Time: 0m 0s | Early_Stopping: 20/200. Train Loss: 0.197 | Train Acc: 92.16% Val. Loss: 0.198 | Val. Acc: 94.00% Epoch: 404 | Epoch Time: 0m 0s | Early_Stopping: 21/200. Train Loss: 0.201 | Train Acc: 92.25% Val. Loss: 0.225 | Val. Acc: 88.33% Epoch: 405 | Epoch Time: 0m 0s | Early_Stopping: 22/200. Train Loss: 0.196 | Train Acc: 92.25% Val. Loss: 0.212 | Val. Acc: 94.00% Epoch: 406 | Epoch Time: 0m 0s | Early_Stopping: 23/200. Train Loss: 0.197 | Train Acc: 92.55% Val. Loss: 0.212 | Val. Acc: 94.00% Epoch: 407 | Epoch Time: 0m 0s | Early_Stopping: 24/200. Train Loss: 0.195 | Train Acc: 92.65% Val. Loss: 0.381 | Val. Acc: 82.67% Epoch: 408 | Epoch Time: 0m 0s | Early_Stopping: 25/200. Train Loss: 0.194 | Train Acc: 92.45% Val. Loss: 0.197 | Val. Acc: 94.00% Epoch: 409 | Epoch Time: 0m 0s | Early_Stopping: 26/200. Train Loss: 0.195 | Train Acc: 92.45% Val. Loss: 0.220 | Val. Acc: 94.00% Epoch: 410 | Epoch Time: 0m 0s | Early_Stopping: 27/200. Train Loss: 0.194 | Train Acc: 92.45% Val. Loss: 0.335 | Val. Acc: 88.33% Epoch: 411 | Epoch Time: 0m 0s | Early_Stopping: 28/200. Train Loss: 0.193 | Train Acc: 92.45% Val. Loss: 0.211 | Val. Acc: 94.00% Epoch: 412 | Epoch Time: 0m 0s | Early_Stopping: 29/200. Train Loss: 0.197 | Train Acc: 92.25% Val. Loss: 0.228 | Val. Acc: 94.00% Epoch: 413 | Epoch Time: 0m 0s | Early_Stopping: 30/200. Train Loss: 0.191 | Train Acc: 92.65% Val. Loss: 0.268 | Val. Acc: 88.33% Epoch: 414 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.191 | Train Acc: 92.75% Val. Loss: 0.179 | Val. Acc: 94.00% Epoch: 415 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.191 | Train Acc: 92.94% Val. Loss: 0.179 | Val. Acc: 94.00% Epoch: 416 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.191 | Train Acc: 92.75% Val. Loss: 0.302 | Val. Acc: 88.33% Epoch: 417 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.194 | Train Acc: 92.55% Val. Loss: 0.206 | Val. Acc: 93.00% Epoch: 418 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.189 | Train Acc: 92.75% Val. Loss: 0.337 | Val. Acc: 88.33% Epoch: 419 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.189 | Train Acc: 92.94% Val. Loss: 0.247 | Val. Acc: 87.33% Epoch: 420 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.194 | Train Acc: 91.76% Val. Loss: 0.302 | Val. Acc: 86.33% Epoch: 421 | Epoch Time: 0m 0s | Early_Stopping: 6/200. Train Loss: 0.187 | Train Acc: 93.24% Val. Loss: 0.179 | Val. Acc: 94.00% Epoch: 422 | Epoch Time: 0m 0s | Early_Stopping: 7/200. Train Loss: 0.187 | Train Acc: 93.33% Val. Loss: 0.220 | Val. Acc: 94.00% Epoch: 423 | Epoch Time: 0m 0s | Early_Stopping: 8/200. Train Loss: 0.189 | Train Acc: 92.45% Val. Loss: 0.186 | Val. Acc: 94.00% Epoch: 424 | Epoch Time: 0m 0s | Early_Stopping: 9/200. Train Loss: 0.190 | Train Acc: 93.63% Val. Loss: 0.185 | Val. Acc: 94.00% Epoch: 425 | Epoch Time: 0m 0s | Early_Stopping: 10/200. Train Loss: 0.183 | Train Acc: 92.94% Val. Loss: 0.193 | Val. Acc: 92.00% Epoch: 426 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.185 | Train Acc: 92.65% Val. Loss: 0.177 | Val. Acc: 94.00% Epoch: 427 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.184 | Train Acc: 92.94% Val. Loss: 0.184 | Val. Acc: 94.00% Epoch: 428 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.184 | Train Acc: 93.24% Val. Loss: 0.208 | Val. Acc: 94.00% Epoch: 429 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.187 | Train Acc: 93.33% Val. Loss: 0.184 | Val. Acc: 94.00% Epoch: 430 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.183 | Train Acc: 93.53% Val. Loss: 0.197 | Val. Acc: 94.00% Epoch: 431 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.182 | Train Acc: 93.53% Val. Loss: 0.182 | Val. Acc: 94.00% Epoch: 432 | Epoch Time: 0m 0s | Early_Stopping: 6/200. Train Loss: 0.193 | Train Acc: 92.94% Val. Loss: 0.221 | Val. Acc: 88.33% Epoch: 433 | Epoch Time: 0m 0s | Early_Stopping: 7/200. Train Loss: 0.182 | Train Acc: 93.82% Val. Loss: 0.197 | Val. Acc: 94.00% Epoch: 434 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.182 | Train Acc: 93.04% Val. Loss: 0.176 | Val. Acc: 94.00% Epoch: 435 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.181 | Train Acc: 93.53% Val. Loss: 0.180 | Val. Acc: 94.00% Epoch: 436 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.184 | Train Acc: 93.14% Val. Loss: 0.184 | Val. Acc: 94.00% Epoch: 437 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.186 | Train Acc: 93.63% Val. Loss: 0.182 | Val. Acc: 94.00% Epoch: 438 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.180 | Train Acc: 93.24% Val. Loss: 0.179 | Val. Acc: 94.00% Epoch: 439 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.182 | Train Acc: 93.04% Val. Loss: 0.182 | Val. Acc: 94.00% Epoch: 440 | Epoch Time: 0m 0s | Early_Stopping: 6/200. Train Loss: 0.179 | Train Acc: 93.24% Val. Loss: 0.190 | Val. Acc: 94.00% Epoch: 441 | Epoch Time: 0m 0s | Early_Stopping: 7/200. Train Loss: 0.181 | Train Acc: 93.53% Val. Loss: 0.217 | Val. Acc: 94.00% Epoch: 442 | Epoch Time: 0m 0s | Early_Stopping: 8/200. Train Loss: 0.179 | Train Acc: 93.33% Val. Loss: 0.180 | Val. Acc: 94.00% Epoch: 443 | Epoch Time: 0m 0s | Early_Stopping: 9/200. Train Loss: 0.183 | Train Acc: 93.14% Val. Loss: 0.187 | Val. Acc: 94.00% Epoch: 444 | Epoch Time: 0m 0s | Early_Stopping: 10/200. Train Loss: 0.181 | Train Acc: 93.43% Val. Loss: 0.193 | Val. Acc: 94.00% Epoch: 445 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.178 | Train Acc: 93.33% Val. Loss: 0.173 | Val. Acc: 94.00% Epoch: 446 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.179 | Train Acc: 93.82% Val. Loss: 0.181 | Val. Acc: 94.00% Epoch: 447 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.178 | Train Acc: 93.53% Val. Loss: 0.217 | Val. Acc: 94.00% Epoch: 448 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.178 | Train Acc: 93.24% Val. Loss: 0.215 | Val. Acc: 88.33% Epoch: 449 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.177 | Train Acc: 93.53% Val. Loss: 0.217 | Val. Acc: 88.33% Epoch: 450 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.176 | Train Acc: 94.12% Val. Loss: 0.183 | Val. Acc: 94.00% Epoch: 451 | Epoch Time: 0m 0s | Early_Stopping: 6/200. Train Loss: 0.176 | Train Acc: 93.82% Val. Loss: 0.193 | Val. Acc: 94.00% Epoch: 452 | Epoch Time: 0m 0s | Early_Stopping: 7/200. Train Loss: 0.177 | Train Acc: 93.43% Val. Loss: 0.184 | Val. Acc: 94.00% Epoch: 453 | Epoch Time: 0m 0s | Early_Stopping: 8/200. Train Loss: 0.177 | Train Acc: 93.63% Val. Loss: 0.179 | Val. Acc: 94.00% Epoch: 454 | Epoch Time: 0m 0s | Early_Stopping: 9/200. Train Loss: 0.177 | Train Acc: 93.73% Val. Loss: 0.177 | Val. Acc: 94.00% Epoch: 455 | Epoch Time: 0m 0s | Early_Stopping: 10/200. Train Loss: 0.177 | Train Acc: 93.43% Val. Loss: 0.174 | Val. Acc: 94.00% Epoch: 456 | Epoch Time: 0m 0s | Early_Stopping: 11/200. Train Loss: 0.173 | Train Acc: 93.82% Val. Loss: 0.362 | Val. Acc: 88.33% Epoch: 457 | Epoch Time: 0m 0s | Early_Stopping: 12/200. Train Loss: 0.174 | Train Acc: 94.12% Val. Loss: 0.187 | Val. Acc: 94.00% Epoch: 458 | Epoch Time: 0m 0s | Early_Stopping: 13/200. Train Loss: 0.174 | Train Acc: 93.33% Val. Loss: 0.186 | Val. Acc: 94.00% Epoch: 459 | Epoch Time: 0m 0s | Early_Stopping: 14/200. Train Loss: 0.176 | Train Acc: 93.14% Val. Loss: 0.195 | Val. Acc: 94.00% Epoch: 460 | Epoch Time: 0m 0s | Early_Stopping: 15/200. Train Loss: 0.174 | Train Acc: 93.92% Val. Loss: 0.192 | Val. Acc: 94.00% Epoch: 461 | Epoch Time: 0m 0s | Early_Stopping: 16/200. Train Loss: 0.173 | Train Acc: 94.12% Val. Loss: 0.176 | Val. Acc: 94.00% Epoch: 462 | Epoch Time: 0m 0s | Early_Stopping: 17/200. Train Loss: 0.172 | Train Acc: 93.63% Val. Loss: 0.185 | Val. Acc: 94.00% Epoch: 463 | Epoch Time: 0m 0s | Early_Stopping: 18/200. Train Loss: 0.175 | Train Acc: 93.43% Val. Loss: 0.200 | Val. Acc: 94.00% Epoch: 464 | Epoch Time: 0m 0s | Early_Stopping: 19/200. Train Loss: 0.173 | Train Acc: 93.92% Val. Loss: 0.178 | Val. Acc: 94.00% Epoch: 465 | Epoch Time: 0m 0s | Early_Stopping: 20/200. Train Loss: 0.181 | Train Acc: 93.73% Val. Loss: 0.292 | Val. Acc: 88.33% Epoch: 466 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.172 | Train Acc: 93.82% Val. Loss: 0.173 | Val. Acc: 94.00% Epoch: 467 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.170 | Train Acc: 94.12% Val. Loss: 0.193 | Val. Acc: 94.00% Epoch: 468 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.169 | Train Acc: 94.12% Val. Loss: 0.178 | Val. Acc: 94.00% Epoch: 469 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.168 | Train Acc: 94.12% Val. Loss: 0.220 | Val. Acc: 88.33% Epoch: 470 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.170 | Train Acc: 93.63% Val. Loss: 0.191 | Val. Acc: 94.00% Epoch: 471 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.169 | Train Acc: 94.41% Val. Loss: 0.180 | Val. Acc: 94.00% Epoch: 472 | Epoch Time: 0m 0s | Early_Stopping: 6/200. Train Loss: 0.170 | Train Acc: 93.63% Val. Loss: 0.188 | Val. Acc: 94.00% Epoch: 473 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.169 | Train Acc: 94.12% Val. Loss: 0.169 | Val. Acc: 94.00% Epoch: 474 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.168 | Train Acc: 94.12% Val. Loss: 0.167 | Val. Acc: 94.00% Epoch: 475 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.169 | Train Acc: 93.92% Val. Loss: 0.335 | Val. Acc: 88.33% Epoch: 476 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.167 | Train Acc: 94.41% Val. Loss: 0.173 | Val. Acc: 94.00% Epoch: 477 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.169 | Train Acc: 93.92% Val. Loss: 0.180 | Val. Acc: 94.00% Epoch: 478 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.172 | Train Acc: 93.73% Val. Loss: 0.183 | Val. Acc: 94.00% Epoch: 479 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.177 | Train Acc: 93.43% Val. Loss: 0.172 | Val. Acc: 94.00% Epoch: 480 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.168 | Train Acc: 93.92% Val. Loss: 0.166 | Val. Acc: 94.00% Epoch: 481 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.167 | Train Acc: 94.22% Val. Loss: 0.175 | Val. Acc: 94.00% Epoch: 482 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.170 | Train Acc: 94.12% Val. Loss: 0.246 | Val. Acc: 88.33% Epoch: 483 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.166 | Train Acc: 94.22% Val. Loss: 0.220 | Val. Acc: 88.33% Epoch: 484 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.165 | Train Acc: 94.12% Val. Loss: 0.227 | Val. Acc: 88.33% Epoch: 485 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.166 | Train Acc: 93.92% Val. Loss: 0.165 | Val. Acc: 94.00% Epoch: 486 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.164 | Train Acc: 94.12% Val. Loss: 0.215 | Val. Acc: 94.00% Epoch: 487 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.165 | Train Acc: 94.12% Val. Loss: 0.185 | Val. Acc: 94.00% Epoch: 488 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.169 | Train Acc: 93.63% Val. Loss: 0.293 | Val. Acc: 88.33% Epoch: 489 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.164 | Train Acc: 94.41% Val. Loss: 0.278 | Val. Acc: 88.33% Epoch: 490 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.162 | Train Acc: 94.41% Val. Loss: 0.197 | Val. Acc: 94.00% Epoch: 491 | Epoch Time: 0m 0s | Early_Stopping: 6/200. Train Loss: 0.162 | Train Acc: 94.41% Val. Loss: 0.169 | Val. Acc: 94.00% Epoch: 492 | Epoch Time: 0m 0s | Early_Stopping: 7/200. Train Loss: 0.161 | Train Acc: 94.41% Val. Loss: 0.169 | Val. Acc: 94.00% Epoch: 493 | Epoch Time: 0m 0s | Early_Stopping: 8/200. Train Loss: 0.163 | Train Acc: 94.12% Val. Loss: 0.177 | Val. Acc: 94.00% Epoch: 494 | Epoch Time: 0m 0s | Early_Stopping: 9/200. Train Loss: 0.163 | Train Acc: 93.92% Val. Loss: 0.334 | Val. Acc: 88.33% Epoch: 495 | Epoch Time: 0m 0s | Early_Stopping: 10/200. Train Loss: 0.162 | Train Acc: 94.22% Val. Loss: 0.170 | Val. Acc: 94.00% Epoch: 496 | Epoch Time: 0m 0s | Early_Stopping: 11/200. Train Loss: 0.159 | Train Acc: 94.41% Val. Loss: 0.188 | Val. Acc: 94.00% Epoch: 497 | Epoch Time: 0m 0s | Early_Stopping: 12/200. Train Loss: 0.163 | Train Acc: 93.73% Val. Loss: 0.169 | Val. Acc: 94.00% Epoch: 498 | Epoch Time: 0m 0s | Early_Stopping: 13/200. Train Loss: 0.159 | Train Acc: 94.12% Val. Loss: 0.173 | Val. Acc: 94.00% Epoch: 499 | Epoch Time: 0m 0s | Early_Stopping: 14/200. Train Loss: 0.160 | Train Acc: 94.41% Val. Loss: 0.347 | Val. Acc: 88.33% Epoch: 500 | Epoch Time: 0m 0s | Early_Stopping: 15/200. Train Loss: 0.162 | Train Acc: 94.22% Val. Loss: 0.215 | Val. Acc: 88.33% Epoch: 501 | Epoch Time: 0m 0s | Early_Stopping: 16/200. Train Loss: 0.160 | Train Acc: 94.41% Val. Loss: 0.184 | Val. Acc: 94.00% Epoch: 502 | Epoch Time: 0m 0s | Early_Stopping: 17/200. Train Loss: 0.161 | Train Acc: 93.92% Val. Loss: 0.169 | Val. Acc: 94.00% Epoch: 503 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.160 | Train Acc: 94.22% Val. Loss: 0.163 | Val. Acc: 94.00% Epoch: 504 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.159 | Train Acc: 94.22% Val. Loss: 0.184 | Val. Acc: 94.00% Epoch: 505 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.164 | Train Acc: 94.22% Val. Loss: 0.195 | Val. Acc: 94.00% Epoch: 506 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.159 | Train Acc: 94.41% Val. Loss: 0.166 | Val. Acc: 94.00% Epoch: 507 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.157 | Train Acc: 94.41% Val. Loss: 0.172 | Val. Acc: 94.00% Epoch: 508 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.159 | Train Acc: 94.41% Val. Loss: 0.183 | Val. Acc: 94.00% Epoch: 509 | Epoch Time: 0m 0s | Early_Stopping: 6/200. Train Loss: 0.159 | Train Acc: 94.41% Val. Loss: 0.341 | Val. Acc: 88.33% Epoch: 510 | Epoch Time: 0m 0s | Early_Stopping: 7/200. Train Loss: 0.159 | Train Acc: 93.92% Val. Loss: 0.198 | Val. Acc: 94.00% Epoch: 511 | Epoch Time: 0m 0s | Early_Stopping: 8/200. Train Loss: 0.160 | Train Acc: 94.02% Val. Loss: 0.296 | Val. Acc: 88.33% Epoch: 512 | Epoch Time: 0m 0s | Early_Stopping: 9/200. Train Loss: 0.160 | Train Acc: 94.22% Val. Loss: 0.226 | Val. Acc: 88.33% Epoch: 513 | Epoch Time: 0m 0s | Early_Stopping: 10/200. Train Loss: 0.158 | Train Acc: 93.92% Val. Loss: 0.184 | Val. Acc: 94.00% Epoch: 514 | Epoch Time: 0m 0s | Early_Stopping: 11/200. Train Loss: 0.163 | Train Acc: 94.22% Val. Loss: 0.169 | Val. Acc: 94.00% Epoch: 515 | Epoch Time: 0m 0s | Early_Stopping: 12/200. Train Loss: 0.160 | Train Acc: 93.82% Val. Loss: 0.310 | Val. Acc: 88.33% Epoch: 516 | Epoch Time: 0m 0s | Early_Stopping: 13/200. Train Loss: 0.159 | Train Acc: 93.73% Val. Loss: 0.214 | Val. Acc: 94.00% Epoch: 517 | Epoch Time: 0m 0s | Early_Stopping: 14/200. Train Loss: 0.156 | Train Acc: 94.41% Val. Loss: 0.173 | Val. Acc: 94.00% Epoch: 518 | Epoch Time: 0m 0s | Early_Stopping: 15/200. Train Loss: 0.158 | Train Acc: 94.22% Val. Loss: 0.173 | Val. Acc: 94.00% Epoch: 519 | Epoch Time: 0m 0s | Early_Stopping: 16/200. Train Loss: 0.156 | Train Acc: 94.22% Val. Loss: 0.217 | Val. Acc: 88.33% Epoch: 520 | Epoch Time: 0m 0s | Early_Stopping: 17/200. Train Loss: 0.156 | Train Acc: 94.22% Val. Loss: 0.192 | Val. Acc: 94.00% Epoch: 521 | Epoch Time: 0m 0s | Early_Stopping: 18/200. Train Loss: 0.163 | Train Acc: 93.73% Val. Loss: 0.229 | Val. Acc: 88.33% Epoch: 522 | Epoch Time: 0m 0s | Early_Stopping: 19/200. Train Loss: 0.156 | Train Acc: 94.22% Val. Loss: 0.221 | Val. Acc: 94.00% Epoch: 523 | Epoch Time: 0m 0s | Early_Stopping: 20/200. Train Loss: 0.156 | Train Acc: 95.00% Val. Loss: 0.163 | Val. Acc: 94.00% Epoch: 524 | Epoch Time: 0m 0s | Early_Stopping: 21/200. Train Loss: 0.154 | Train Acc: 94.41% Val. Loss: 0.186 | Val. Acc: 94.00% Epoch: 525 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.155 | Train Acc: 94.22% Val. Loss: 0.160 | Val. Acc: 94.00% Epoch: 526 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.154 | Train Acc: 94.22% Val. Loss: 0.169 | Val. Acc: 94.00% Epoch: 527 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.152 | Train Acc: 94.41% Val. Loss: 0.182 | Val. Acc: 94.00% Epoch: 528 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.156 | Train Acc: 94.02% Val. Loss: 0.165 | Val. Acc: 94.00% Epoch: 529 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.154 | Train Acc: 94.22% Val. Loss: 0.182 | Val. Acc: 94.00% Epoch: 530 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.158 | Train Acc: 94.80% Val. Loss: 0.175 | Val. Acc: 94.00% Epoch: 531 | Epoch Time: 0m 0s | Early_Stopping: 6/200. Train Loss: 0.157 | Train Acc: 94.80% Val. Loss: 0.165 | Val. Acc: 94.00% Epoch: 532 | Epoch Time: 0m 0s | Early_Stopping: 7/200. Train Loss: 0.153 | Train Acc: 94.71% Val. Loss: 0.174 | Val. Acc: 94.00% Epoch: 533 | Epoch Time: 0m 0s | Early_Stopping: 8/200. Train Loss: 0.153 | Train Acc: 94.80% Val. Loss: 0.211 | Val. Acc: 88.33% Epoch: 534 | Epoch Time: 0m 0s | Early_Stopping: 9/200. Train Loss: 0.152 | Train Acc: 94.71% Val. Loss: 0.304 | Val. Acc: 88.33% Epoch: 535 | Epoch Time: 0m 0s | Early_Stopping: 10/200. Train Loss: 0.152 | Train Acc: 94.51% Val. Loss: 0.181 | Val. Acc: 94.00% Epoch: 536 | Epoch Time: 0m 0s | Early_Stopping: 11/200. Train Loss: 0.152 | Train Acc: 95.00% Val. Loss: 0.172 | Val. Acc: 94.00% Epoch: 537 | Epoch Time: 0m 0s | Early_Stopping: 12/200. Train Loss: 0.153 | Train Acc: 94.80% Val. Loss: 0.166 | Val. Acc: 94.00% Epoch: 538 | Epoch Time: 0m 0s | Early_Stopping: 13/200. Train Loss: 0.152 | Train Acc: 94.41% Val. Loss: 0.162 | Val. Acc: 94.00% Epoch: 539 | Epoch Time: 0m 0s | Early_Stopping: 14/200. Train Loss: 0.153 | Train Acc: 94.80% Val. Loss: 0.164 | Val. Acc: 94.00% Epoch: 540 | Epoch Time: 0m 0s | Early_Stopping: 15/200. Train Loss: 0.150 | Train Acc: 95.29% Val. Loss: 0.391 | Val. Acc: 82.67% Epoch: 541 | Epoch Time: 0m 0s | Early_Stopping: 16/200. Train Loss: 0.150 | Train Acc: 95.29% Val. Loss: 0.163 | Val. Acc: 94.00% Epoch: 542 | Epoch Time: 0m 0s | Early_Stopping: 17/200. Train Loss: 0.149 | Train Acc: 95.00% Val. Loss: 0.168 | Val. Acc: 94.00% Epoch: 543 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.149 | Train Acc: 95.00% Val. Loss: 0.159 | Val. Acc: 94.00% Epoch: 544 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.150 | Train Acc: 95.00% Val. Loss: 0.165 | Val. Acc: 94.00% Epoch: 545 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.148 | Train Acc: 95.00% Val. Loss: 0.163 | Val. Acc: 94.00% Epoch: 546 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.151 | Train Acc: 95.10% Val. Loss: 0.283 | Val. Acc: 88.33% Epoch: 547 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.150 | Train Acc: 95.29% Val. Loss: 0.168 | Val. Acc: 94.00% Epoch: 548 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.148 | Train Acc: 95.29% Val. Loss: 0.212 | Val. Acc: 88.33% Epoch: 549 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.149 | Train Acc: 94.80% Val. Loss: 0.159 | Val. Acc: 94.00% Epoch: 550 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.149 | Train Acc: 94.80% Val. Loss: 0.158 | Val. Acc: 94.00% Epoch: 551 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.149 | Train Acc: 95.29% Val. Loss: 0.175 | Val. Acc: 94.00% Epoch: 552 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.147 | Train Acc: 95.29% Val. Loss: 0.221 | Val. Acc: 88.33% Epoch: 553 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.147 | Train Acc: 95.29% Val. Loss: 0.176 | Val. Acc: 94.00% Epoch: 554 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.148 | Train Acc: 95.29% Val. Loss: 0.161 | Val. Acc: 94.00% Epoch: 555 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.148 | Train Acc: 95.10% Val. Loss: 0.174 | Val. Acc: 94.00% Epoch: 556 | Epoch Time: 0m 0s | Early_Stopping: 6/200. Train Loss: 0.146 | Train Acc: 95.00% Val. Loss: 0.162 | Val. Acc: 94.00% Epoch: 557 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.148 | Train Acc: 94.80% Val. Loss: 0.158 | Val. Acc: 94.00% Epoch: 558 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.147 | Train Acc: 95.29% Val. Loss: 0.158 | Val. Acc: 94.00% Epoch: 559 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.145 | Train Acc: 95.29% Val. Loss: 0.230 | Val. Acc: 88.33% Epoch: 560 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.147 | Train Acc: 95.29% Val. Loss: 0.164 | Val. Acc: 94.00% Epoch: 561 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.147 | Train Acc: 94.90% Val. Loss: 0.219 | Val. Acc: 88.33% Epoch: 562 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.150 | Train Acc: 95.10% Val. Loss: 0.217 | Val. Acc: 88.33% Epoch: 563 | Epoch Time: 0m 0s | Early_Stopping: 6/200. Train Loss: 0.149 | Train Acc: 94.90% Val. Loss: 0.161 | Val. Acc: 94.00% Epoch: 564 | Epoch Time: 0m 0s | Early_Stopping: 7/200. Train Loss: 0.146 | Train Acc: 95.10% Val. Loss: 0.161 | Val. Acc: 94.00% Epoch: 565 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.153 | Train Acc: 95.20% Val. Loss: 0.157 | Val. Acc: 94.00% Epoch: 566 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.144 | Train Acc: 95.10% Val. Loss: 0.177 | Val. Acc: 94.00% Epoch: 567 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.147 | Train Acc: 95.10% Val. Loss: 0.220 | Val. Acc: 88.33% Epoch: 568 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.148 | Train Acc: 95.10% Val. Loss: 0.184 | Val. Acc: 94.00% Epoch: 569 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.144 | Train Acc: 95.59% Val. Loss: 0.159 | Val. Acc: 94.00% Epoch: 570 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.148 | Train Acc: 95.20% Val. Loss: 0.157 | Val. Acc: 94.00% Epoch: 571 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.143 | Train Acc: 95.29% Val. Loss: 0.169 | Val. Acc: 94.00% Epoch: 572 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.144 | Train Acc: 96.18% Val. Loss: 0.222 | Val. Acc: 88.33% Epoch: 573 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.144 | Train Acc: 95.10% Val. Loss: 0.161 | Val. Acc: 94.00% Epoch: 574 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.144 | Train Acc: 95.88% Val. Loss: 0.164 | Val. Acc: 94.00% Epoch: 575 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.144 | Train Acc: 95.29% Val. Loss: 0.163 | Val. Acc: 94.00% Epoch: 576 | Epoch Time: 0m 0s | Early_Stopping: 6/200. Train Loss: 0.141 | Train Acc: 95.29% Val. Loss: 0.160 | Val. Acc: 94.00% Epoch: 577 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.142 | Train Acc: 96.18% Val. Loss: 0.157 | Val. Acc: 94.00% Epoch: 578 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.141 | Train Acc: 95.29% Val. Loss: 0.172 | Val. Acc: 94.00% Epoch: 579 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.140 | Train Acc: 95.29% Val. Loss: 0.163 | Val. Acc: 94.00% Epoch: 580 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.144 | Train Acc: 95.49% Val. Loss: 0.169 | Val. Acc: 94.00% Epoch: 581 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.143 | Train Acc: 95.88% Val. Loss: 0.159 | Val. Acc: 94.00% Epoch: 582 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.143 | Train Acc: 96.18% Val. Loss: 0.160 | Val. Acc: 94.00% Epoch: 583 | Epoch Time: 0m 0s | Early_Stopping: 6/200. Train Loss: 0.140 | Train Acc: 95.59% Val. Loss: 0.160 | Val. Acc: 94.00% Epoch: 584 | Epoch Time: 0m 0s | Early_Stopping: 7/200. Train Loss: 0.142 | Train Acc: 95.39% Val. Loss: 0.167 | Val. Acc: 94.00% Epoch: 585 | Epoch Time: 0m 0s | Early_Stopping: 8/200. Train Loss: 0.149 | Train Acc: 95.39% Val. Loss: 0.157 | Val. Acc: 94.00% Epoch: 586 | Epoch Time: 0m 0s | Early_Stopping: 9/200. Train Loss: 0.141 | Train Acc: 95.88% Val. Loss: 0.166 | Val. Acc: 94.00% Epoch: 587 | Epoch Time: 0m 0s | Early_Stopping: 10/200. Train Loss: 0.139 | Train Acc: 95.88% Val. Loss: 0.162 | Val. Acc: 94.00% Epoch: 588 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.141 | Train Acc: 95.88% Val. Loss: 0.156 | Val. Acc: 94.00% Epoch: 589 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.139 | Train Acc: 95.88% Val. Loss: 0.156 | Val. Acc: 94.00% Epoch: 590 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.141 | Train Acc: 96.27% Val. Loss: 0.335 | Val. Acc: 88.33% Epoch: 591 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.139 | Train Acc: 96.18% Val. Loss: 0.165 | Val. Acc: 94.00% Epoch: 592 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.138 | Train Acc: 96.18% Val. Loss: 0.165 | Val. Acc: 94.00% Epoch: 593 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.139 | Train Acc: 96.18% Val. Loss: 0.161 | Val. Acc: 94.00% Epoch: 594 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.138 | Train Acc: 96.18% Val. Loss: 0.162 | Val. Acc: 94.00% Epoch: 595 | Epoch Time: 0m 0s | Early_Stopping: 6/200. Train Loss: 0.138 | Train Acc: 96.18% Val. Loss: 0.166 | Val. Acc: 94.00% Epoch: 596 | Epoch Time: 0m 0s | Early_Stopping: 7/200. Train Loss: 0.139 | Train Acc: 95.69% Val. Loss: 0.170 | Val. Acc: 94.00% Epoch: 597 | Epoch Time: 0m 0s | Early_Stopping: 8/200. Train Loss: 0.138 | Train Acc: 96.18% Val. Loss: 0.162 | Val. Acc: 94.00% Epoch: 598 | Epoch Time: 0m 0s | Early_Stopping: 9/200. Train Loss: 0.140 | Train Acc: 96.76% Val. Loss: 0.160 | Val. Acc: 94.00% Epoch: 599 | Epoch Time: 0m 0s | Early_Stopping: 10/200. Train Loss: 0.137 | Train Acc: 96.18% Val. Loss: 0.223 | Val. Acc: 88.33% Epoch: 600 | Epoch Time: 0m 0s | Early_Stopping: 11/200. Train Loss: 0.136 | Train Acc: 95.59% Val. Loss: 0.195 | Val. Acc: 94.00% Epoch: 601 | Epoch Time: 0m 0s | Early_Stopping: 12/200. Train Loss: 0.140 | Train Acc: 95.98% Val. Loss: 0.165 | Val. Acc: 94.00% Epoch: 602 | Epoch Time: 0m 0s | Early_Stopping: 13/200. Train Loss: 0.142 | Train Acc: 95.98% Val. Loss: 0.158 | Val. Acc: 94.00% Epoch: 603 | Epoch Time: 0m 0s | Early_Stopping: 14/200. Train Loss: 0.139 | Train Acc: 95.98% Val. Loss: 0.282 | Val. Acc: 88.33% Epoch: 604 | Epoch Time: 0m 0s | Early_Stopping: 15/200. Train Loss: 0.136 | Train Acc: 96.18% Val. Loss: 0.160 | Val. Acc: 94.00% Epoch: 605 | Epoch Time: 0m 0s | Early_Stopping: 16/200. Train Loss: 0.138 | Train Acc: 96.27% Val. Loss: 0.158 | Val. Acc: 94.00% Epoch: 606 | Epoch Time: 0m 0s | Early_Stopping: 17/200. Train Loss: 0.137 | Train Acc: 96.18% Val. Loss: 0.158 | Val. Acc: 94.00% Epoch: 607 | Epoch Time: 0m 0s | Early_Stopping: 18/200. Train Loss: 0.136 | Train Acc: 96.18% Val. Loss: 0.178 | Val. Acc: 94.00% Epoch: 608 | Epoch Time: 0m 0s | Early_Stopping: 19/200. Train Loss: 0.137 | Train Acc: 95.98% Val. Loss: 0.158 | Val. Acc: 94.00% Epoch: 609 | Epoch Time: 0m 0s | Early_Stopping: 20/200. Train Loss: 0.135 | Train Acc: 96.18% Val. Loss: 0.163 | Val. Acc: 94.00% Epoch: 610 | Epoch Time: 0m 0s | Early_Stopping: 21/200. Train Loss: 0.136 | Train Acc: 95.98% Val. Loss: 0.160 | Val. Acc: 94.00% Epoch: 611 | Epoch Time: 0m 0s | Early_Stopping: 22/200. Train Loss: 0.134 | Train Acc: 96.18% Val. Loss: 0.167 | Val. Acc: 94.00% Epoch: 612 | Epoch Time: 0m 0s | Early_Stopping: 23/200. Train Loss: 0.134 | Train Acc: 96.18% Val. Loss: 0.281 | Val. Acc: 88.33% Epoch: 613 | Epoch Time: 0m 0s | Early_Stopping: 24/200. Train Loss: 0.139 | Train Acc: 96.08% Val. Loss: 0.180 | Val. Acc: 94.00% Epoch: 614 | Epoch Time: 0m 0s | Early_Stopping: 25/200. Train Loss: 0.134 | Train Acc: 96.47% Val. Loss: 0.218 | Val. Acc: 88.33% Epoch: 615 | Epoch Time: 0m 0s | Early_Stopping: 26/200. Train Loss: 0.138 | Train Acc: 96.27% Val. Loss: 0.162 | Val. Acc: 94.00% Epoch: 616 | Epoch Time: 0m 0s | Early_Stopping: 27/200. Train Loss: 0.134 | Train Acc: 96.47% Val. Loss: 0.162 | Val. Acc: 94.00% Epoch: 617 | Epoch Time: 0m 0s | Early_Stopping: 28/200. Train Loss: 0.136 | Train Acc: 95.98% Val. Loss: 0.220 | Val. Acc: 88.33% Epoch: 618 | Epoch Time: 0m 0s | Early_Stopping: 29/200. Train Loss: 0.135 | Train Acc: 96.18% Val. Loss: 0.201 | Val. Acc: 94.00% Epoch: 619 | Epoch Time: 0m 0s | Early_Stopping: 30/200. Train Loss: 0.134 | Train Acc: 96.47% Val. Loss: 0.161 | Val. Acc: 94.00% Epoch: 620 | Epoch Time: 0m 0s | Early_Stopping: 31/200. Train Loss: 0.138 | Train Acc: 95.98% Val. Loss: 0.163 | Val. Acc: 94.00% Epoch: 621 | Epoch Time: 0m 0s | Early_Stopping: 32/200. Train Loss: 0.133 | Train Acc: 96.47% Val. Loss: 0.305 | Val. Acc: 88.33% Epoch: 622 | Epoch Time: 0m 0s | Early_Stopping: 33/200. Train Loss: 0.133 | Train Acc: 96.18% Val. Loss: 0.246 | Val. Acc: 88.33% Epoch: 623 | Epoch Time: 0m 0s | Early_Stopping: 34/200. Train Loss: 0.133 | Train Acc: 96.18% Val. Loss: 0.174 | Val. Acc: 94.00% Epoch: 624 | Epoch Time: 0m 0s | Early_Stopping: 35/200. Train Loss: 0.133 | Train Acc: 96.18% Val. Loss: 0.174 | Val. Acc: 94.00% Epoch: 625 | Epoch Time: 0m 0s | Early_Stopping: 36/200. Train Loss: 0.133 | Train Acc: 96.76% Val. Loss: 0.162 | Val. Acc: 94.00% Epoch: 626 | Epoch Time: 0m 0s | Early_Stopping: 37/200. Train Loss: 0.136 | Train Acc: 95.98% Val. Loss: 0.345 | Val. Acc: 88.33% Epoch: 627 | Epoch Time: 0m 0s | Early_Stopping: 38/200. Train Loss: 0.133 | Train Acc: 96.76% Val. Loss: 0.216 | Val. Acc: 88.33% Epoch: 628 | Epoch Time: 0m 0s | Early_Stopping: 39/200. Train Loss: 0.134 | Train Acc: 96.57% Val. Loss: 0.161 | Val. Acc: 94.00% Epoch: 629 | Epoch Time: 0m 0s | Early_Stopping: 40/200. Train Loss: 0.135 | Train Acc: 96.76% Val. Loss: 0.287 | Val. Acc: 88.33% Epoch: 630 | Epoch Time: 0m 0s | Early_Stopping: 41/200. Train Loss: 0.132 | Train Acc: 96.76% Val. Loss: 0.228 | Val. Acc: 88.33% Epoch: 631 | Epoch Time: 0m 0s | Early_Stopping: 42/200. Train Loss: 0.133 | Train Acc: 96.18% Val. Loss: 0.176 | Val. Acc: 94.00% Epoch: 632 | Epoch Time: 0m 0s | Early_Stopping: 43/200. Train Loss: 0.131 | Train Acc: 96.18% Val. Loss: 0.170 | Val. Acc: 94.00% Epoch: 633 | Epoch Time: 0m 0s | Early_Stopping: 44/200. Train Loss: 0.132 | Train Acc: 95.98% Val. Loss: 0.158 | Val. Acc: 94.00% Epoch: 634 | Epoch Time: 0m 0s | Early_Stopping: 45/200. Train Loss: 0.132 | Train Acc: 96.47% Val. Loss: 0.157 | Val. Acc: 94.00% Epoch: 635 | Epoch Time: 0m 0s | Early_Stopping: 46/200. Train Loss: 0.130 | Train Acc: 96.76% Val. Loss: 0.157 | Val. Acc: 94.00% Epoch: 636 | Epoch Time: 0m 0s | Early_Stopping: 47/200. Train Loss: 0.131 | Train Acc: 96.18% Val. Loss: 0.164 | Val. Acc: 94.00% Epoch: 637 | Epoch Time: 0m 0s | Early_Stopping: 48/200. Train Loss: 0.133 | Train Acc: 96.86% Val. Loss: 0.160 | Val. Acc: 94.00% Epoch: 638 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.130 | Train Acc: 96.18% Val. Loss: 0.154 | Val. Acc: 94.00% Epoch: 639 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.132 | Train Acc: 96.86% Val. Loss: 0.160 | Val. Acc: 94.00% Epoch: 640 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.132 | Train Acc: 96.47% Val. Loss: 0.221 | Val. Acc: 88.33% Epoch: 641 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.131 | Train Acc: 96.47% Val. Loss: 0.153 | Val. Acc: 94.00% Epoch: 642 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.132 | Train Acc: 96.18% Val. Loss: 0.223 | Val. Acc: 88.33% Epoch: 643 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.134 | Train Acc: 96.27% Val. Loss: 0.163 | Val. Acc: 94.00% Epoch: 644 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.132 | Train Acc: 96.86% Val. Loss: 0.155 | Val. Acc: 94.00% Epoch: 645 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.129 | Train Acc: 96.47% Val. Loss: 0.170 | Val. Acc: 94.00% Epoch: 646 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.131 | Train Acc: 95.98% Val. Loss: 0.163 | Val. Acc: 94.00% Epoch: 647 | Epoch Time: 0m 0s | Early_Stopping: 6/200. Train Loss: 0.133 | Train Acc: 96.57% Val. Loss: 0.153 | Val. Acc: 94.00% Epoch: 648 | Epoch Time: 0m 0s | Early_Stopping: 7/200. Train Loss: 0.131 | Train Acc: 97.06% Val. Loss: 0.226 | Val. Acc: 88.33% Epoch: 649 | Epoch Time: 0m 0s | Early_Stopping: 8/200. Train Loss: 0.131 | Train Acc: 97.06% Val. Loss: 0.153 | Val. Acc: 94.00% Epoch: 650 | Epoch Time: 0m 0s | Early_Stopping: 9/200. Train Loss: 0.129 | Train Acc: 96.47% Val. Loss: 0.156 | Val. Acc: 94.00% Epoch: 651 | Epoch Time: 0m 0s | Early_Stopping: 10/200. Train Loss: 0.129 | Train Acc: 97.06% Val. Loss: 0.154 | Val. Acc: 94.00% Epoch: 652 | Epoch Time: 0m 0s | Early_Stopping: 11/200. Train Loss: 0.130 | Train Acc: 97.35% Val. Loss: 0.161 | Val. Acc: 94.00% Epoch: 653 | Epoch Time: 0m 0s | Early_Stopping: 12/200. Train Loss: 0.128 | Train Acc: 96.47% Val. Loss: 0.153 | Val. Acc: 94.00% Epoch: 654 | Epoch Time: 0m 0s | Early_Stopping: 13/200. Train Loss: 0.139 | Train Acc: 96.37% Val. Loss: 0.158 | Val. Acc: 94.00% Epoch: 655 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.131 | Train Acc: 95.78% Val. Loss: 0.152 | Val. Acc: 94.00% Epoch: 656 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.127 | Train Acc: 96.76% Val. Loss: 0.155 | Val. Acc: 94.00% Epoch: 657 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.128 | Train Acc: 97.06% Val. Loss: 0.177 | Val. Acc: 94.00% Epoch: 658 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.129 | Train Acc: 96.47% Val. Loss: 0.157 | Val. Acc: 94.00% Epoch: 659 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.128 | Train Acc: 97.35% Val. Loss: 0.279 | Val. Acc: 88.33% Epoch: 660 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.128 | Train Acc: 97.06% Val. Loss: 0.359 | Val. Acc: 88.33% Epoch: 661 | Epoch Time: 0m 0s | Early_Stopping: 6/200. Train Loss: 0.129 | Train Acc: 97.06% Val. Loss: 0.160 | Val. Acc: 94.00% Epoch: 662 | Epoch Time: 0m 0s | Early_Stopping: 7/200. Train Loss: 0.129 | Train Acc: 95.98% Val. Loss: 0.159 | Val. Acc: 94.00% Epoch: 663 | Epoch Time: 0m 0s | Early_Stopping: 8/200. Train Loss: 0.137 | Train Acc: 96.67% Val. Loss: 0.153 | Val. Acc: 94.00% Epoch: 664 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.127 | Train Acc: 96.86% Val. Loss: 0.152 | Val. Acc: 94.00% Epoch: 665 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.127 | Train Acc: 96.47% Val. Loss: 0.300 | Val. Acc: 88.33% Epoch: 666 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.130 | Train Acc: 96.86% Val. Loss: 0.311 | Val. Acc: 88.33% Epoch: 667 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.126 | Train Acc: 97.35% Val. Loss: 0.152 | Val. Acc: 94.00% Epoch: 668 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.126 | Train Acc: 96.76% Val. Loss: 0.155 | Val. Acc: 94.00% Epoch: 669 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.126 | Train Acc: 97.06% Val. Loss: 0.152 | Val. Acc: 94.00% Epoch: 670 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.126 | Train Acc: 96.18% Val. Loss: 0.284 | Val. Acc: 88.33% Epoch: 671 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.126 | Train Acc: 97.06% Val. Loss: 0.157 | Val. Acc: 94.00% Epoch: 672 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.125 | Train Acc: 97.06% Val. Loss: 0.219 | Val. Acc: 88.33% Epoch: 673 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.125 | Train Acc: 97.35% Val. Loss: 0.178 | Val. Acc: 94.00% Epoch: 674 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.126 | Train Acc: 97.06% Val. Loss: 0.154 | Val. Acc: 94.00% Epoch: 675 | Epoch Time: 0m 0s | Early_Stopping: 6/200. Train Loss: 0.127 | Train Acc: 96.86% Val. Loss: 0.157 | Val. Acc: 94.00% Epoch: 676 | Epoch Time: 0m 0s | Early_Stopping: 7/200. Train Loss: 0.125 | Train Acc: 96.76% Val. Loss: 0.278 | Val. Acc: 88.33% Epoch: 677 | Epoch Time: 0m 0s | Early_Stopping: 8/200. Train Loss: 0.126 | Train Acc: 96.76% Val. Loss: 0.154 | Val. Acc: 94.00% Epoch: 678 | Epoch Time: 0m 0s | Early_Stopping: 9/200. Train Loss: 0.129 | Train Acc: 96.86% Val. Loss: 0.152 | Val. Acc: 94.00% Epoch: 679 | Epoch Time: 0m 0s | Early_Stopping: 10/200. Train Loss: 0.124 | Train Acc: 97.35% Val. Loss: 0.221 | Val. Acc: 88.33% Epoch: 680 | Epoch Time: 0m 0s | Early_Stopping: 11/200. Train Loss: 0.131 | Train Acc: 96.86% Val. Loss: 0.153 | Val. Acc: 94.00% Epoch: 681 | Epoch Time: 0m 0s | Early_Stopping: 12/200. Train Loss: 0.125 | Train Acc: 96.27% Val. Loss: 0.158 | Val. Acc: 94.00% Epoch: 682 | Epoch Time: 0m 0s | Early_Stopping: 13/200. Train Loss: 0.131 | Train Acc: 96.86% Val. Loss: 0.345 | Val. Acc: 88.33% Epoch: 683 | Epoch Time: 0m 0s | Early_Stopping: 14/200. Train Loss: 0.123 | Train Acc: 97.06% Val. Loss: 0.158 | Val. Acc: 94.00% Epoch: 684 | Epoch Time: 0m 0s | Early_Stopping: 15/200. Train Loss: 0.125 | Train Acc: 97.35% Val. Loss: 0.339 | Val. Acc: 88.33% Epoch: 685 | Epoch Time: 0m 0s | Early_Stopping: 16/200. Train Loss: 0.125 | Train Acc: 97.06% Val. Loss: 0.152 | Val. Acc: 94.00% Epoch: 686 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.126 | Train Acc: 96.86% Val. Loss: 0.151 | Val. Acc: 94.00% Epoch: 687 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.123 | Train Acc: 97.06% Val. Loss: 0.156 | Val. Acc: 94.00% Epoch: 688 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.124 | Train Acc: 96.86% Val. Loss: 0.152 | Val. Acc: 94.00% Epoch: 689 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.125 | Train Acc: 97.35% Val. Loss: 0.156 | Val. Acc: 94.00% Epoch: 690 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.123 | Train Acc: 97.35% Val. Loss: 0.172 | Val. Acc: 94.00% Epoch: 691 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.123 | Train Acc: 97.06% Val. Loss: 0.152 | Val. Acc: 94.00% Epoch: 692 | Epoch Time: 0m 0s | Early_Stopping: 6/200. Train Loss: 0.122 | Train Acc: 97.35% Val. Loss: 0.359 | Val. Acc: 88.33% Epoch: 693 | Epoch Time: 0m 0s | Early_Stopping: 7/200. Train Loss: 0.123 | Train Acc: 97.35% Val. Loss: 0.153 | Val. Acc: 94.00% Epoch: 694 | Epoch Time: 0m 0s | Early_Stopping: 8/200. Train Loss: 0.123 | Train Acc: 96.18% Val. Loss: 0.153 | Val. Acc: 94.00% Epoch: 695 | Epoch Time: 0m 0s | Early_Stopping: 9/200. Train Loss: 0.122 | Train Acc: 97.06% Val. Loss: 0.151 | Val. Acc: 94.00% Epoch: 696 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.122 | Train Acc: 97.06% Val. Loss: 0.150 | Val. Acc: 94.00% Epoch: 697 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.122 | Train Acc: 97.35% Val. Loss: 0.225 | Val. Acc: 88.33% Epoch: 698 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.124 | Train Acc: 97.06% Val. Loss: 0.308 | Val. Acc: 88.33% Epoch: 699 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.121 | Train Acc: 97.35% Val. Loss: 0.155 | Val. Acc: 94.00% Epoch: 700 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.122 | Train Acc: 97.35% Val. Loss: 0.156 | Val. Acc: 94.00% Epoch: 701 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.122 | Train Acc: 97.06% Val. Loss: 0.224 | Val. Acc: 88.33% Epoch: 702 | Epoch Time: 0m 0s | Early_Stopping: 6/200. Train Loss: 0.122 | Train Acc: 97.06% Val. Loss: 0.152 | Val. Acc: 94.00% Epoch: 703 | Epoch Time: 0m 0s | Early_Stopping: 7/200. Train Loss: 0.121 | Train Acc: 97.06% Val. Loss: 0.151 | Val. Acc: 94.00% Epoch: 704 | Epoch Time: 0m 0s | Early_Stopping: 8/200. Train Loss: 0.120 | Train Acc: 97.06% Val. Loss: 0.171 | Val. Acc: 94.00% Epoch: 705 | Epoch Time: 0m 0s | Early_Stopping: 9/200. Train Loss: 0.125 | Train Acc: 97.16% Val. Loss: 0.162 | Val. Acc: 94.00% Epoch: 706 | Epoch Time: 0m 0s | Early_Stopping: 10/200. Train Loss: 0.124 | Train Acc: 97.16% Val. Loss: 0.351 | Val. Acc: 82.67% Epoch: 707 | Epoch Time: 0m 0s | Early_Stopping: 11/200. Train Loss: 0.121 | Train Acc: 97.35% Val. Loss: 0.152 | Val. Acc: 94.00% Epoch: 708 | Epoch Time: 0m 0s | Early_Stopping: 12/200. Train Loss: 0.121 | Train Acc: 97.35% Val. Loss: 0.223 | Val. Acc: 88.33% Epoch: 709 | Epoch Time: 0m 0s | Early_Stopping: 13/200. Train Loss: 0.122 | Train Acc: 97.35% Val. Loss: 0.165 | Val. Acc: 94.00% Epoch: 710 | Epoch Time: 0m 0s | Early_Stopping: 14/200. Train Loss: 0.121 | Train Acc: 97.06% Val. Loss: 0.172 | Val. Acc: 94.00% Epoch: 711 | Epoch Time: 0m 0s | Early_Stopping: 15/200. Train Loss: 0.121 | Train Acc: 97.35% Val. Loss: 0.157 | Val. Acc: 94.00% Epoch: 712 | Epoch Time: 0m 0s | Early_Stopping: 16/200. Train Loss: 0.121 | Train Acc: 96.86% Val. Loss: 0.224 | Val. Acc: 88.33% Epoch: 713 | Epoch Time: 0m 0s | Early_Stopping: 17/200. Train Loss: 0.121 | Train Acc: 97.35% Val. Loss: 0.153 | Val. Acc: 94.00% Epoch: 714 | Epoch Time: 0m 0s | Early_Stopping: 18/200. Train Loss: 0.119 | Train Acc: 97.35% Val. Loss: 0.323 | Val. Acc: 88.33% Epoch: 715 | Epoch Time: 0m 0s | Early_Stopping: 19/200. Train Loss: 0.120 | Train Acc: 97.35% Val. Loss: 0.220 | Val. Acc: 88.33% Epoch: 716 | Epoch Time: 0m 0s | Early_Stopping: 20/200. Train Loss: 0.120 | Train Acc: 97.06% Val. Loss: 0.156 | Val. Acc: 94.00% Epoch: 717 | Epoch Time: 0m 0s | Early_Stopping: 21/200. Train Loss: 0.118 | Train Acc: 97.06% Val. Loss: 0.151 | Val. Acc: 94.00% Epoch: 718 | Epoch Time: 0m 0s | Early_Stopping: 22/200. Train Loss: 0.120 | Train Acc: 97.06% Val. Loss: 0.152 | Val. Acc: 94.00% Epoch: 719 | Epoch Time: 0m 0s | Early_Stopping: 23/200. Train Loss: 0.119 | Train Acc: 97.35% Val. Loss: 0.152 | Val. Acc: 94.00% Epoch: 720 | Epoch Time: 0m 0s | Early_Stopping: 24/200. Train Loss: 0.121 | Train Acc: 97.16% Val. Loss: 0.157 | Val. Acc: 94.00% Epoch: 721 | Epoch Time: 0m 0s | Early_Stopping: 25/200. Train Loss: 0.123 | Train Acc: 97.16% Val. Loss: 0.222 | Val. Acc: 88.33% Epoch: 722 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.119 | Train Acc: 97.06% Val. Loss: 0.150 | Val. Acc: 94.00% Epoch: 723 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.122 | Train Acc: 97.45% Val. Loss: 0.152 | Val. Acc: 94.00% Epoch: 724 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.118 | Train Acc: 97.35% Val. Loss: 0.163 | Val. Acc: 94.00% Epoch: 725 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.119 | Train Acc: 97.65% Val. Loss: 0.149 | Val. Acc: 94.00% Epoch: 726 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.124 | Train Acc: 96.96% Val. Loss: 0.307 | Val. Acc: 88.33% Epoch: 727 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.120 | Train Acc: 97.16% Val. Loss: 0.154 | Val. Acc: 94.00% Epoch: 728 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.118 | Train Acc: 97.35% Val. Loss: 0.151 | Val. Acc: 94.00% Epoch: 729 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.120 | Train Acc: 97.45% Val. Loss: 0.151 | Val. Acc: 94.00% Epoch: 730 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.118 | Train Acc: 97.35% Val. Loss: 0.154 | Val. Acc: 94.00% Epoch: 731 | Epoch Time: 0m 0s | Early_Stopping: 6/200. Train Loss: 0.118 | Train Acc: 97.06% Val. Loss: 0.155 | Val. Acc: 94.00% Epoch: 732 | Epoch Time: 0m 0s | Early_Stopping: 7/200. Train Loss: 0.117 | Train Acc: 97.35% Val. Loss: 0.335 | Val. Acc: 88.33% Epoch: 733 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.119 | Train Acc: 97.35% Val. Loss: 0.149 | Val. Acc: 94.00% Epoch: 734 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.118 | Train Acc: 97.65% Val. Loss: 0.150 | Val. Acc: 94.00% Epoch: 735 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.127 | Train Acc: 96.96% Val. Loss: 0.220 | Val. Acc: 88.33% Epoch: 736 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.116 | Train Acc: 97.65% Val. Loss: 0.227 | Val. Acc: 88.33% Epoch: 737 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.118 | Train Acc: 97.35% Val. Loss: 0.149 | Val. Acc: 94.00% Epoch: 738 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.117 | Train Acc: 97.35% Val. Loss: 0.150 | Val. Acc: 94.00% Epoch: 739 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.117 | Train Acc: 97.65% Val. Loss: 0.155 | Val. Acc: 94.00% Epoch: 740 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.116 | Train Acc: 97.35% Val. Loss: 0.151 | Val. Acc: 94.00% Epoch: 741 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.118 | Train Acc: 97.65% Val. Loss: 0.154 | Val. Acc: 94.00% Epoch: 742 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.117 | Train Acc: 97.35% Val. Loss: 0.151 | Val. Acc: 94.00% Epoch: 743 | Epoch Time: 0m 0s | Early_Stopping: 6/200. Train Loss: 0.116 | Train Acc: 97.35% Val. Loss: 0.303 | Val. Acc: 88.33% Epoch: 744 | Epoch Time: 0m 0s | Early_Stopping: 7/200. Train Loss: 0.116 | Train Acc: 97.35% Val. Loss: 0.305 | Val. Acc: 88.33% Epoch: 745 | Epoch Time: 0m 0s | Early_Stopping: 8/200. Train Loss: 0.119 | Train Acc: 97.16% Val. Loss: 0.338 | Val. Acc: 88.33% Epoch: 746 | Epoch Time: 0m 0s | Early_Stopping: 9/200. Train Loss: 0.117 | Train Acc: 97.35% Val. Loss: 0.151 | Val. Acc: 94.00% Epoch: 747 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.119 | Train Acc: 97.45% Val. Loss: 0.149 | Val. Acc: 94.00% Epoch: 748 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.115 | Train Acc: 97.35% Val. Loss: 0.161 | Val. Acc: 94.00% Epoch: 749 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.120 | Train Acc: 97.45% Val. Loss: 0.280 | Val. Acc: 88.33% Epoch: 750 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.116 | Train Acc: 97.06% Val. Loss: 0.223 | Val. Acc: 88.33% Epoch: 751 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.115 | Train Acc: 97.35% Val. Loss: 0.148 | Val. Acc: 94.00% Epoch: 752 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.115 | Train Acc: 97.65% Val. Loss: 0.148 | Val. Acc: 94.00% Epoch: 753 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.121 | Train Acc: 97.45% Val. Loss: 0.168 | Val. Acc: 94.00% Epoch: 754 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.114 | Train Acc: 97.35% Val. Loss: 0.154 | Val. Acc: 94.00% Epoch: 755 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.122 | Train Acc: 97.45% Val. Loss: 0.336 | Val. Acc: 88.33% Epoch: 756 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.115 | Train Acc: 97.65% Val. Loss: 0.150 | Val. Acc: 94.00% Epoch: 757 | Epoch Time: 0m 0s | Early_Stopping: 6/200. Train Loss: 0.117 | Train Acc: 97.16% Val. Loss: 0.280 | Val. Acc: 88.33% Epoch: 758 | Epoch Time: 0m 0s | Early_Stopping: 7/200. Train Loss: 0.114 | Train Acc: 97.35% Val. Loss: 0.150 | Val. Acc: 94.00% Epoch: 759 | Epoch Time: 0m 0s | Early_Stopping: 8/200. Train Loss: 0.115 | Train Acc: 97.65% Val. Loss: 0.151 | Val. Acc: 94.00% Epoch: 760 | Epoch Time: 0m 0s | Early_Stopping: 9/200. Train Loss: 0.116 | Train Acc: 97.45% Val. Loss: 0.150 | Val. Acc: 94.00% Epoch: 761 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.114 | Train Acc: 97.35% Val. Loss: 0.148 | Val. Acc: 94.00% Epoch: 762 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.116 | Train Acc: 97.45% Val. Loss: 0.156 | Val. Acc: 94.00% Epoch: 763 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.112 | Train Acc: 97.65% Val. Loss: 0.149 | Val. Acc: 94.00% Epoch: 764 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.114 | Train Acc: 97.35% Val. Loss: 0.151 | Val. Acc: 94.00% Epoch: 765 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.113 | Train Acc: 97.65% Val. Loss: 0.168 | Val. Acc: 94.00% Epoch: 766 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.113 | Train Acc: 97.65% Val. Loss: 0.334 | Val. Acc: 88.33% Epoch: 767 | Epoch Time: 0m 0s | Early_Stopping: 6/200. Train Loss: 0.119 | Train Acc: 97.45% Val. Loss: 0.152 | Val. Acc: 94.00% Epoch: 768 | Epoch Time: 0m 0s | Early_Stopping: 7/200. Train Loss: 0.114 | Train Acc: 97.16% Val. Loss: 0.153 | Val. Acc: 94.00% Epoch: 769 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.114 | Train Acc: 97.35% Val. Loss: 0.148 | Val. Acc: 94.00% Epoch: 770 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.114 | Train Acc: 97.65% Val. Loss: 0.149 | Val. Acc: 94.00% Epoch: 771 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.113 | Train Acc: 97.65% Val. Loss: 0.147 | Val. Acc: 94.00% Epoch: 772 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.113 | Train Acc: 97.35% Val. Loss: 0.154 | Val. Acc: 94.00% Epoch: 773 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.112 | Train Acc: 97.35% Val. Loss: 0.302 | Val. Acc: 88.33% Epoch: 774 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.115 | Train Acc: 97.35% Val. Loss: 0.148 | Val. Acc: 94.00% Epoch: 775 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.112 | Train Acc: 97.65% Val. Loss: 0.167 | Val. Acc: 94.00% Epoch: 776 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.115 | Train Acc: 97.35% Val. Loss: 0.149 | Val. Acc: 94.00% Epoch: 777 | Epoch Time: 0m 0s | Early_Stopping: 6/200. Train Loss: 0.113 | Train Acc: 97.65% Val. Loss: 0.155 | Val. Acc: 94.00% Epoch: 778 | Epoch Time: 0m 0s | Early_Stopping: 7/200. Train Loss: 0.117 | Train Acc: 97.16% Val. Loss: 0.168 | Val. Acc: 94.00% Epoch: 779 | Epoch Time: 0m 0s | Early_Stopping: 8/200. Train Loss: 0.114 | Train Acc: 97.45% Val. Loss: 0.151 | Val. Acc: 94.00% Epoch: 780 | Epoch Time: 0m 0s | Early_Stopping: 9/200. Train Loss: 0.119 | Train Acc: 96.96% Val. Loss: 0.149 | Val. Acc: 94.00% Epoch: 781 | Epoch Time: 0m 0s | Early_Stopping: 10/200. Train Loss: 0.113 | Train Acc: 97.65% Val. Loss: 0.154 | Val. Acc: 94.00% Epoch: 782 | Epoch Time: 0m 0s | Early_Stopping: 11/200. Train Loss: 0.112 | Train Acc: 97.65% Val. Loss: 0.222 | Val. Acc: 88.33% Epoch: 783 | Epoch Time: 0m 0s | Early_Stopping: 12/200. Train Loss: 0.111 | Train Acc: 97.65% Val. Loss: 0.159 | Val. Acc: 94.00% Epoch: 784 | Epoch Time: 0m 0s | Early_Stopping: 13/200. Train Loss: 0.112 | Train Acc: 97.06% Val. Loss: 0.330 | Val. Acc: 88.33% Epoch: 785 | Epoch Time: 0m 0s | Early_Stopping: 14/200. Train Loss: 0.111 | Train Acc: 97.65% Val. Loss: 0.149 | Val. Acc: 94.00% Epoch: 786 | Epoch Time: 0m 0s | Early_Stopping: 15/200. Train Loss: 0.112 | Train Acc: 97.16% Val. Loss: 0.149 | Val. Acc: 94.00% Epoch: 787 | Epoch Time: 0m 0s | Early_Stopping: 16/200. Train Loss: 0.112 | Train Acc: 97.65% Val. Loss: 0.220 | Val. Acc: 88.33% Epoch: 788 | Epoch Time: 0m 0s | Early_Stopping: 17/200. Train Loss: 0.111 | Train Acc: 97.65% Val. Loss: 0.158 | Val. Acc: 94.00% Epoch: 789 | Epoch Time: 0m 0s | Early_Stopping: 18/200. Train Loss: 0.111 | Train Acc: 97.35% Val. Loss: 0.148 | Val. Acc: 94.00% Epoch: 790 | Epoch Time: 0m 0s | Early_Stopping: 19/200. Train Loss: 0.112 | Train Acc: 97.65% Val. Loss: 0.149 | Val. Acc: 94.00% Epoch: 791 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.110 | Train Acc: 97.65% Val. Loss: 0.147 | Val. Acc: 94.00% Epoch: 792 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.117 | Train Acc: 97.45% Val. Loss: 0.169 | Val. Acc: 94.00% Epoch: 793 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.110 | Train Acc: 97.65% Val. Loss: 0.152 | Val. Acc: 94.00% Epoch: 794 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.110 | Train Acc: 97.65% Val. Loss: 0.148 | Val. Acc: 94.00% Epoch: 795 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.110 | Train Acc: 97.35% Val. Loss: 0.151 | Val. Acc: 94.00% Epoch: 796 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.110 | Train Acc: 97.65% Val. Loss: 0.148 | Val. Acc: 94.00% Epoch: 797 | Epoch Time: 0m 0s | Early_Stopping: 6/200. Train Loss: 0.110 | Train Acc: 97.65% Val. Loss: 0.320 | Val. Acc: 88.33% Epoch: 798 | Epoch Time: 0m 0s | Early_Stopping: 7/200. Train Loss: 0.110 | Train Acc: 97.65% Val. Loss: 0.159 | Val. Acc: 94.00% Epoch: 799 | Epoch Time: 0m 0s | Early_Stopping: 8/200. Train Loss: 0.111 | Train Acc: 97.06% Val. Loss: 0.152 | Val. Acc: 94.00% Epoch: 800 | Epoch Time: 0m 0s | Early_Stopping: 9/200. Train Loss: 0.109 | Train Acc: 97.65% Val. Loss: 0.159 | Val. Acc: 94.00% Epoch: 801 | Epoch Time: 0m 0s | Early_Stopping: 10/200. Train Loss: 0.111 | Train Acc: 97.65% Val. Loss: 0.149 | Val. Acc: 94.00% Epoch: 802 | Epoch Time: 0m 0s | Early_Stopping: 11/200. Train Loss: 0.112 | Train Acc: 97.45% Val. Loss: 0.157 | Val. Acc: 94.00% Epoch: 803 | Epoch Time: 0m 0s | Early_Stopping: 12/200. Train Loss: 0.111 | Train Acc: 97.65% Val. Loss: 0.232 | Val. Acc: 88.33% Epoch: 804 | Epoch Time: 0m 0s | Early_Stopping: 13/200. Train Loss: 0.110 | Train Acc: 97.35% Val. Loss: 0.216 | Val. Acc: 88.33% Epoch: 805 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.113 | Train Acc: 97.45% Val. Loss: 0.146 | Val. Acc: 94.00% Epoch: 806 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.109 | Train Acc: 97.65% Val. Loss: 0.148 | Val. Acc: 94.00% Epoch: 807 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.109 | Train Acc: 97.65% Val. Loss: 0.147 | Val. Acc: 94.00% Epoch: 808 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.108 | Train Acc: 97.65% Val. Loss: 0.146 | Val. Acc: 94.00% Epoch: 809 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.109 | Train Acc: 97.65% Val. Loss: 0.154 | Val. Acc: 94.00% Epoch: 810 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.109 | Train Acc: 97.65% Val. Loss: 0.155 | Val. Acc: 94.00% Epoch: 811 | Epoch Time: 0m 0s | Early_Stopping: 6/200. Train Loss: 0.111 | Train Acc: 97.45% Val. Loss: 0.155 | Val. Acc: 94.00% Epoch: 812 | Epoch Time: 0m 0s | Early_Stopping: 7/200. Train Loss: 0.108 | Train Acc: 97.65% Val. Loss: 0.324 | Val. Acc: 88.33% Epoch: 813 | Epoch Time: 0m 0s | Early_Stopping: 8/200. Train Loss: 0.108 | Train Acc: 97.65% Val. Loss: 0.150 | Val. Acc: 94.00% Epoch: 814 | Epoch Time: 0m 0s | Early_Stopping: 9/200. Train Loss: 0.108 | Train Acc: 97.65% Val. Loss: 0.158 | Val. Acc: 94.00% Epoch: 815 | Epoch Time: 0m 0s | Early_Stopping: 10/200. Train Loss: 0.108 | Train Acc: 97.65% Val. Loss: 0.165 | Val. Acc: 94.00% Epoch: 816 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.107 | Train Acc: 97.65% Val. Loss: 0.146 | Val. Acc: 94.00% Epoch: 817 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.111 | Train Acc: 97.45% Val. Loss: 0.159 | Val. Acc: 94.00% Epoch: 818 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.115 | Train Acc: 97.45% Val. Loss: 0.148 | Val. Acc: 94.00% Epoch: 819 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.108 | Train Acc: 97.65% Val. Loss: 0.163 | Val. Acc: 94.00% Epoch: 820 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.108 | Train Acc: 97.35% Val. Loss: 0.145 | Val. Acc: 94.00% Epoch: 821 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.107 | Train Acc: 97.35% Val. Loss: 0.155 | Val. Acc: 94.00% Epoch: 822 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.109 | Train Acc: 97.65% Val. Loss: 0.145 | Val. Acc: 94.00% Epoch: 823 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.107 | Train Acc: 97.65% Val. Loss: 0.147 | Val. Acc: 94.00% Epoch: 824 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.106 | Train Acc: 97.65% Val. Loss: 0.216 | Val. Acc: 88.33% Epoch: 825 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.106 | Train Acc: 97.65% Val. Loss: 0.150 | Val. Acc: 94.00% Epoch: 826 | Epoch Time: 0m 0s | Early_Stopping: 6/200. Train Loss: 0.112 | Train Acc: 97.45% Val. Loss: 0.155 | Val. Acc: 94.00% Epoch: 827 | Epoch Time: 0m 0s | Early_Stopping: 7/200. Train Loss: 0.109 | Train Acc: 97.45% Val. Loss: 0.154 | Val. Acc: 94.00% Epoch: 828 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.106 | Train Acc: 97.65% Val. Loss: 0.145 | Val. Acc: 94.00% Epoch: 829 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.106 | Train Acc: 97.65% Val. Loss: 0.351 | Val. Acc: 82.67% Epoch: 830 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.106 | Train Acc: 97.65% Val. Loss: 0.149 | Val. Acc: 94.00% Epoch: 831 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.107 | Train Acc: 97.65% Val. Loss: 0.157 | Val. Acc: 94.00% Epoch: 832 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.107 | Train Acc: 97.65% Val. Loss: 0.146 | Val. Acc: 94.00% Epoch: 833 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.106 | Train Acc: 97.65% Val. Loss: 0.231 | Val. Acc: 88.33% Epoch: 834 | Epoch Time: 0m 0s | Early_Stopping: 6/200. Train Loss: 0.107 | Train Acc: 97.65% Val. Loss: 0.146 | Val. Acc: 94.00% Epoch: 835 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.106 | Train Acc: 97.65% Val. Loss: 0.145 | Val. Acc: 94.00% Epoch: 836 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.107 | Train Acc: 97.65% Val. Loss: 0.162 | Val. Acc: 94.00% Epoch: 837 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.106 | Train Acc: 97.65% Val. Loss: 0.145 | Val. Acc: 94.00% Epoch: 838 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.106 | Train Acc: 97.65% Val. Loss: 0.145 | Val. Acc: 94.00% Epoch: 839 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.111 | Train Acc: 97.45% Val. Loss: 0.164 | Val. Acc: 94.00% Epoch: 840 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.105 | Train Acc: 97.65% Val. Loss: 0.300 | Val. Acc: 88.33% Epoch: 841 | Epoch Time: 0m 0s | Early_Stopping: 6/200. Train Loss: 0.108 | Train Acc: 97.45% Val. Loss: 0.148 | Val. Acc: 94.00% Epoch: 842 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.105 | Train Acc: 97.65% Val. Loss: 0.144 | Val. Acc: 94.00% Epoch: 843 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.105 | Train Acc: 97.65% Val. Loss: 0.148 | Val. Acc: 94.00% Epoch: 844 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.107 | Train Acc: 97.65% Val. Loss: 0.146 | Val. Acc: 94.00% Epoch: 845 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.105 | Train Acc: 97.65% Val. Loss: 0.146 | Val. Acc: 94.00% Epoch: 846 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.105 | Train Acc: 97.65% Val. Loss: 0.145 | Val. Acc: 94.00% Epoch: 847 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.104 | Train Acc: 97.65% Val. Loss: 0.167 | Val. Acc: 94.00% Epoch: 848 | Epoch Time: 0m 0s | Early_Stopping: 6/200. Train Loss: 0.105 | Train Acc: 97.65% Val. Loss: 0.148 | Val. Acc: 94.00% Epoch: 849 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.105 | Train Acc: 97.65% Val. Loss: 0.144 | Val. Acc: 94.00% Epoch: 850 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.104 | Train Acc: 97.65% Val. Loss: 0.155 | Val. Acc: 94.00% Epoch: 851 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.105 | Train Acc: 97.94% Val. Loss: 0.228 | Val. Acc: 88.33% Epoch: 852 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.104 | Train Acc: 97.65% Val. Loss: 0.147 | Val. Acc: 94.00% Epoch: 853 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.108 | Train Acc: 97.45% Val. Loss: 0.144 | Val. Acc: 94.00% Epoch: 854 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.107 | Train Acc: 97.45% Val. Loss: 0.145 | Val. Acc: 94.00% Epoch: 855 | Epoch Time: 0m 0s | Early_Stopping: 6/200. Train Loss: 0.107 | Train Acc: 97.45% Val. Loss: 0.147 | Val. Acc: 94.00% Epoch: 856 | Epoch Time: 0m 0s | Early_Stopping: 7/200. Train Loss: 0.105 | Train Acc: 97.65% Val. Loss: 0.146 | Val. Acc: 94.00% Epoch: 857 | Epoch Time: 0m 0s | Early_Stopping: 8/200. Train Loss: 0.103 | Train Acc: 97.65% Val. Loss: 0.145 | Val. Acc: 94.00% Epoch: 858 | Epoch Time: 0m 0s | Early_Stopping: 9/200. Train Loss: 0.105 | Train Acc: 97.35% Val. Loss: 0.149 | Val. Acc: 94.00% Epoch: 859 | Epoch Time: 0m 0s | Early_Stopping: 10/200. Train Loss: 0.104 | Train Acc: 97.65% Val. Loss: 0.146 | Val. Acc: 94.00% Epoch: 860 | Epoch Time: 0m 0s | Early_Stopping: 11/200. Train Loss: 0.103 | Train Acc: 97.94% Val. Loss: 0.216 | Val. Acc: 88.33% Epoch: 861 | Epoch Time: 0m 0s | Early_Stopping: 12/200. Train Loss: 0.104 | Train Acc: 97.65% Val. Loss: 0.145 | Val. Acc: 94.00% Epoch: 862 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.107 | Train Acc: 97.45% Val. Loss: 0.144 | Val. Acc: 94.00% Epoch: 863 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.107 | Train Acc: 97.25% Val. Loss: 0.147 | Val. Acc: 94.00% Epoch: 864 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.105 | Train Acc: 97.45% Val. Loss: 0.213 | Val. Acc: 88.33% Epoch: 865 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.102 | Train Acc: 97.94% Val. Loss: 0.215 | Val. Acc: 88.33% Epoch: 866 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.104 | Train Acc: 97.94% Val. Loss: 0.143 | Val. Acc: 94.00% Epoch: 867 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.103 | Train Acc: 97.65% Val. Loss: 0.146 | Val. Acc: 94.00% Epoch: 868 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.105 | Train Acc: 97.65% Val. Loss: 0.143 | Val. Acc: 94.00% Epoch: 869 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.103 | Train Acc: 97.65% Val. Loss: 0.213 | Val. Acc: 88.33% Epoch: 870 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.106 | Train Acc: 97.75% Val. Loss: 0.220 | Val. Acc: 88.33% Epoch: 871 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.102 | Train Acc: 97.94% Val. Loss: 0.146 | Val. Acc: 94.00% Epoch: 872 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.107 | Train Acc: 97.75% Val. Loss: 0.143 | Val. Acc: 94.00% Epoch: 873 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.104 | Train Acc: 97.94% Val. Loss: 0.213 | Val. Acc: 88.33% Epoch: 874 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.104 | Train Acc: 97.45% Val. Loss: 0.222 | Val. Acc: 88.33% Epoch: 875 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.104 | Train Acc: 97.94% Val. Loss: 0.287 | Val. Acc: 88.33% Epoch: 876 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.103 | Train Acc: 97.65% Val. Loss: 0.327 | Val. Acc: 88.33% Epoch: 877 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.103 | Train Acc: 97.75% Val. Loss: 0.301 | Val. Acc: 88.33% Epoch: 878 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.102 | Train Acc: 97.65% Val. Loss: 0.143 | Val. Acc: 94.00% Epoch: 879 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.101 | Train Acc: 97.65% Val. Loss: 0.148 | Val. Acc: 94.00% Epoch: 880 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.103 | Train Acc: 97.45% Val. Loss: 0.144 | Val. Acc: 94.00% Epoch: 881 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.101 | Train Acc: 97.65% Val. Loss: 0.143 | Val. Acc: 94.00% Epoch: 882 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.101 | Train Acc: 97.65% Val. Loss: 0.156 | Val. Acc: 94.00% Epoch: 883 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.102 | Train Acc: 97.65% Val. Loss: 0.279 | Val. Acc: 88.33% Epoch: 884 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.100 | Train Acc: 97.94% Val. Loss: 0.317 | Val. Acc: 88.33% Epoch: 885 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.100 | Train Acc: 97.65% Val. Loss: 0.147 | Val. Acc: 94.00% Epoch: 886 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.100 | Train Acc: 97.65% Val. Loss: 0.142 | Val. Acc: 94.00% Epoch: 887 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.100 | Train Acc: 97.65% Val. Loss: 0.142 | Val. Acc: 94.00% Epoch: 888 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.101 | Train Acc: 97.65% Val. Loss: 0.142 | Val. Acc: 94.00% Epoch: 889 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.102 | Train Acc: 97.94% Val. Loss: 0.144 | Val. Acc: 94.00% Epoch: 890 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.103 | Train Acc: 97.45% Val. Loss: 0.143 | Val. Acc: 94.00% Epoch: 891 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.100 | Train Acc: 97.94% Val. Loss: 0.150 | Val. Acc: 94.00% Epoch: 892 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.106 | Train Acc: 97.45% Val. Loss: 0.146 | Val. Acc: 94.00% Epoch: 893 | Epoch Time: 0m 0s | Early_Stopping: 6/200. Train Loss: 0.101 | Train Acc: 97.65% Val. Loss: 0.220 | Val. Acc: 88.33% Epoch: 894 | Epoch Time: 0m 0s | Early_Stopping: 7/200. Train Loss: 0.101 | Train Acc: 97.94% Val. Loss: 0.210 | Val. Acc: 88.33% Epoch: 895 | Epoch Time: 0m 0s | Early_Stopping: 8/200. Train Loss: 0.099 | Train Acc: 97.94% Val. Loss: 0.149 | Val. Acc: 94.00% Epoch: 896 | Epoch Time: 0m 0s | Early_Stopping: 9/200. Train Loss: 0.102 | Train Acc: 97.65% Val. Loss: 0.147 | Val. Acc: 94.00% Epoch: 897 | Epoch Time: 0m 0s | Early_Stopping: 10/200. Train Loss: 0.100 | Train Acc: 97.94% Val. Loss: 0.146 | Val. Acc: 94.00% Epoch: 898 | Epoch Time: 0m 0s | Early_Stopping: 11/200. Train Loss: 0.099 | Train Acc: 97.94% Val. Loss: 0.145 | Val. Acc: 94.00% Epoch: 899 | Epoch Time: 0m 0s | Early_Stopping: 12/200. Train Loss: 0.102 | Train Acc: 97.75% Val. Loss: 0.447 | Val. Acc: 82.67% Epoch: 900 | Epoch Time: 0m 0s | Early_Stopping: 13/200. Train Loss: 0.099 | Train Acc: 97.94% Val. Loss: 0.221 | Val. Acc: 88.33% Epoch: 901 | Epoch Time: 0m 0s | Early_Stopping: 14/200. Train Loss: 0.099 | Train Acc: 97.65% Val. Loss: 0.145 | Val. Acc: 94.00% Epoch: 902 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.105 | Train Acc: 97.55% Val. Loss: 0.142 | Val. Acc: 94.00% Epoch: 903 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.101 | Train Acc: 97.45% Val. Loss: 0.142 | Val. Acc: 94.00% Epoch: 904 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.102 | Train Acc: 97.45% Val. Loss: 0.150 | Val. Acc: 94.00% Epoch: 905 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.101 | Train Acc: 97.75% Val. Loss: 0.141 | Val. Acc: 94.00% Epoch: 906 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.098 | Train Acc: 97.65% Val. Loss: 0.315 | Val. Acc: 88.33% Epoch: 907 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.099 | Train Acc: 97.94% Val. Loss: 0.144 | Val. Acc: 94.00% Epoch: 908 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.099 | Train Acc: 97.94% Val. Loss: 0.294 | Val. Acc: 88.33% Epoch: 909 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.098 | Train Acc: 97.94% Val. Loss: 0.141 | Val. Acc: 94.00% Epoch: 910 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.098 | Train Acc: 97.94% Val. Loss: 0.143 | Val. Acc: 94.00% Epoch: 911 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.098 | Train Acc: 97.94% Val. Loss: 0.158 | Val. Acc: 94.00% Epoch: 912 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.097 | Train Acc: 97.94% Val. Loss: 0.143 | Val. Acc: 94.00% Epoch: 913 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.097 | Train Acc: 97.94% Val. Loss: 0.145 | Val. Acc: 94.00% Epoch: 914 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.097 | Train Acc: 97.94% Val. Loss: 0.442 | Val. Acc: 82.67% Epoch: 915 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.099 | Train Acc: 97.94% Val. Loss: 0.141 | Val. Acc: 94.00% Epoch: 916 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.099 | Train Acc: 97.94% Val. Loss: 0.143 | Val. Acc: 94.00% Epoch: 917 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.097 | Train Acc: 97.94% Val. Loss: 0.143 | Val. Acc: 94.00% Epoch: 918 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.099 | Train Acc: 97.94% Val. Loss: 0.219 | Val. Acc: 88.33% Epoch: 919 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.097 | Train Acc: 97.94% Val. Loss: 0.147 | Val. Acc: 94.00% Epoch: 920 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.097 | Train Acc: 97.65% Val. Loss: 0.143 | Val. Acc: 94.00% Epoch: 921 | Epoch Time: 0m 0s | Early_Stopping: 6/200. Train Loss: 0.099 | Train Acc: 97.94% Val. Loss: 0.148 | Val. Acc: 94.00% Epoch: 922 | Epoch Time: 0m 0s | Early_Stopping: 7/200. Train Loss: 0.098 | Train Acc: 97.94% Val. Loss: 0.310 | Val. Acc: 88.33% Epoch: 923 | Epoch Time: 0m 0s | Early_Stopping: 8/200. Train Loss: 0.098 | Train Acc: 97.94% Val. Loss: 0.143 | Val. Acc: 94.00% Epoch: 924 | Epoch Time: 0m 0s | Early_Stopping: 9/200. Train Loss: 0.103 | Train Acc: 97.55% Val. Loss: 0.142 | Val. Acc: 94.00% Epoch: 925 | Epoch Time: 0m 0s | Early_Stopping: 10/200. Train Loss: 0.103 | Train Acc: 97.75% Val. Loss: 0.215 | Val. Acc: 88.33% Epoch: 926 | Epoch Time: 0m 0s | Early_Stopping: 11/200. Train Loss: 0.109 | Train Acc: 97.35% Val. Loss: 0.145 | Val. Acc: 94.00% Epoch: 927 | Epoch Time: 0m 0s | Early_Stopping: 12/200. Train Loss: 0.097 | Train Acc: 97.94% Val. Loss: 0.147 | Val. Acc: 94.00% Epoch: 928 | Epoch Time: 0m 0s | Early_Stopping: 13/200. Train Loss: 0.102 | Train Acc: 97.75% Val. Loss: 0.141 | Val. Acc: 94.00% Epoch: 929 | Epoch Time: 0m 0s | Early_Stopping: 14/200. Train Loss: 0.097 | Train Acc: 97.94% Val. Loss: 0.147 | Val. Acc: 94.00% Epoch: 930 | Epoch Time: 0m 0s | Early_Stopping: 15/200. Train Loss: 0.095 | Train Acc: 97.65% Val. Loss: 0.220 | Val. Acc: 88.33% Epoch: 931 | Epoch Time: 0m 0s | Early_Stopping: 16/200. Train Loss: 0.096 | Train Acc: 97.94% Val. Loss: 0.149 | Val. Acc: 94.00% Epoch: 932 | Epoch Time: 0m 0s | Early_Stopping: 17/200. Train Loss: 0.100 | Train Acc: 97.75% Val. Loss: 0.142 | Val. Acc: 94.00% Epoch: 933 | Epoch Time: 0m 0s | Early_Stopping: 18/200. Train Loss: 0.097 | Train Acc: 97.94% Val. Loss: 0.308 | Val. Acc: 88.33% Epoch: 934 | Epoch Time: 0m 0s | Early_Stopping: 19/200. Train Loss: 0.097 | Train Acc: 97.94% Val. Loss: 0.141 | Val. Acc: 94.00% Epoch: 935 | Epoch Time: 0m 0s | Early_Stopping: 20/200. Train Loss: 0.096 | Train Acc: 97.94% Val. Loss: 0.208 | Val. Acc: 88.33% Epoch: 936 | Epoch Time: 0m 0s | Early_Stopping: 21/200. Train Loss: 0.095 | Train Acc: 97.94% Val. Loss: 0.143 | Val. Acc: 94.00% Epoch: 937 | Epoch Time: 0m 0s | Early_Stopping: 22/200. Train Loss: 0.095 | Train Acc: 97.94% Val. Loss: 0.148 | Val. Acc: 94.00% Epoch: 938 | Epoch Time: 0m 0s | Early_Stopping: 23/200. Train Loss: 0.095 | Train Acc: 97.94% Val. Loss: 0.209 | Val. Acc: 88.33% Epoch: 939 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.095 | Train Acc: 97.94% Val. Loss: 0.141 | Val. Acc: 94.00% Epoch: 940 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.098 | Train Acc: 97.75% Val. Loss: 0.139 | Val. Acc: 94.00% Epoch: 941 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.096 | Train Acc: 97.94% Val. Loss: 0.139 | Val. Acc: 94.00% Epoch: 942 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.095 | Train Acc: 97.94% Val. Loss: 0.141 | Val. Acc: 94.00% Epoch: 943 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.094 | Train Acc: 97.94% Val. Loss: 0.206 | Val. Acc: 88.33% Epoch: 944 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.099 | Train Acc: 97.75% Val. Loss: 0.141 | Val. Acc: 94.00% Epoch: 945 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.096 | Train Acc: 97.94% Val. Loss: 0.140 | Val. Acc: 94.00% Epoch: 946 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.095 | Train Acc: 97.94% Val. Loss: 0.142 | Val. Acc: 94.00% Epoch: 947 | Epoch Time: 0m 0s | Early_Stopping: 6/200. Train Loss: 0.095 | Train Acc: 97.94% Val. Loss: 0.140 | Val. Acc: 94.00% Epoch: 948 | Epoch Time: 0m 0s | Early_Stopping: 7/200. Train Loss: 0.094 | Train Acc: 97.94% Val. Loss: 0.156 | Val. Acc: 94.00% Epoch: 949 | Epoch Time: 0m 0s | Early_Stopping: 8/200. Train Loss: 0.095 | Train Acc: 97.94% Val. Loss: 0.155 | Val. Acc: 94.00% Epoch: 950 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.095 | Train Acc: 97.94% Val. Loss: 0.139 | Val. Acc: 94.00% Epoch: 951 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.095 | Train Acc: 97.94% Val. Loss: 0.139 | Val. Acc: 94.00% Epoch: 952 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.096 | Train Acc: 97.94% Val. Loss: 0.139 | Val. Acc: 94.00% Epoch: 953 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.097 | Train Acc: 97.75% Val. Loss: 0.211 | Val. Acc: 88.33% Epoch: 954 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.094 | Train Acc: 97.94% Val. Loss: 0.140 | Val. Acc: 94.00% Epoch: 955 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.095 | Train Acc: 97.65% Val. Loss: 0.146 | Val. Acc: 94.00% Epoch: 956 | Epoch Time: 0m 0s | Early_Stopping: 6/200. Train Loss: 0.096 | Train Acc: 97.94% Val. Loss: 0.141 | Val. Acc: 94.00% Epoch: 957 | Epoch Time: 0m 0s | Early_Stopping: 7/200. Train Loss: 0.094 | Train Acc: 97.94% Val. Loss: 0.156 | Val. Acc: 94.00% Epoch: 958 | Epoch Time: 0m 0s | Early_Stopping: 8/200. Train Loss: 0.100 | Train Acc: 97.75% Val. Loss: 0.150 | Val. Acc: 94.00% Epoch: 959 | Epoch Time: 0m 0s | Early_Stopping: 9/200. Train Loss: 0.094 | Train Acc: 97.94% Val. Loss: 0.139 | Val. Acc: 94.00% Epoch: 960 | Epoch Time: 0m 0s | Early_Stopping: 10/200. Train Loss: 0.097 | Train Acc: 97.75% Val. Loss: 0.142 | Val. Acc: 94.00% Epoch: 961 | Epoch Time: 0m 0s | Early_Stopping: 11/200. Train Loss: 0.094 | Train Acc: 97.94% Val. Loss: 0.146 | Val. Acc: 94.00% Epoch: 962 | Epoch Time: 0m 0s | Early_Stopping: 12/200. Train Loss: 0.102 | Train Acc: 97.75% Val. Loss: 0.304 | Val. Acc: 88.33% Epoch: 963 | Epoch Time: 0m 0s | Early_Stopping: 13/200. Train Loss: 0.093 | Train Acc: 97.94% Val. Loss: 0.140 | Val. Acc: 94.00% Epoch: 964 | Epoch Time: 0m 0s | Early_Stopping: 14/200. Train Loss: 0.098 | Train Acc: 97.75% Val. Loss: 0.226 | Val. Acc: 88.33% Epoch: 965 | Epoch Time: 0m 0s | Early_Stopping: 15/200. Train Loss: 0.093 | Train Acc: 97.94% Val. Loss: 0.139 | Val. Acc: 94.00% Epoch: 966 | Epoch Time: 0m 0s | Early_Stopping: 16/200. Train Loss: 0.096 | Train Acc: 97.75% Val. Loss: 0.289 | Val. Acc: 88.33% Epoch: 967 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.093 | Train Acc: 97.94% Val. Loss: 0.138 | Val. Acc: 94.00% Epoch: 968 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.095 | Train Acc: 97.75% Val. Loss: 0.139 | Val. Acc: 94.00% Epoch: 969 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.098 | Train Acc: 97.75% Val. Loss: 0.140 | Val. Acc: 94.00% Epoch: 970 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.093 | Train Acc: 97.94% Val. Loss: 0.154 | Val. Acc: 94.00% Epoch: 971 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.093 | Train Acc: 97.94% Val. Loss: 0.155 | Val. Acc: 94.00% Epoch: 972 | Epoch Time: 0m 0s | Early_Stopping: 5/200. Train Loss: 0.092 | Train Acc: 97.94% Val. Loss: 0.141 | Val. Acc: 94.00% Epoch: 973 | Epoch Time: 0m 0s | Early_Stopping: 6/200. Train Loss: 0.098 | Train Acc: 97.55% Val. Loss: 0.201 | Val. Acc: 88.33% Epoch: 974 | Epoch Time: 0m 0s | Early_Stopping: 7/200. Train Loss: 0.092 | Train Acc: 97.94% Val. Loss: 0.139 | Val. Acc: 94.00% Epoch: 975 | Epoch Time: 0m 0s | Early_Stopping: 8/200. Train Loss: 0.091 | Train Acc: 97.94% Val. Loss: 0.155 | Val. Acc: 94.00% Epoch: 976 | Epoch Time: 0m 0s | Early_Stopping: 9/200. Train Loss: 0.092 | Train Acc: 97.94% Val. Loss: 0.143 | Val. Acc: 94.00% Epoch: 977 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.093 | Train Acc: 97.94% Val. Loss: 0.137 | Val. Acc: 94.00% Epoch: 978 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.094 | Train Acc: 97.94% Val. Loss: 0.138 | Val. Acc: 94.00% Epoch: 979 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.092 | Train Acc: 97.94% Val. Loss: 0.146 | Val. Acc: 94.00% Epoch: 980 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.093 | Train Acc: 97.94% Val. Loss: 0.137 | Val. Acc: 94.00% Epoch: 981 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.093 | Train Acc: 97.94% Val. Loss: 0.144 | Val. Acc: 94.00% Epoch: 982 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.092 | Train Acc: 97.94% Val. Loss: 0.137 | Val. Acc: 94.00% Epoch: 983 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.091 | Train Acc: 97.94% Val. Loss: 0.138 | Val. Acc: 94.00% Epoch: 984 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.092 | Train Acc: 97.94% Val. Loss: 0.137 | Val. Acc: 94.00% Epoch: 985 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.092 | Train Acc: 97.94% Val. Loss: 0.295 | Val. Acc: 88.33% Epoch: 986 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.091 | Train Acc: 97.94% Val. Loss: 0.138 | Val. Acc: 94.00% Epoch: 987 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.091 | Train Acc: 97.94% Val. Loss: 0.137 | Val. Acc: 94.00% Epoch: 988 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.091 | Train Acc: 97.94% Val. Loss: 0.202 | Val. Acc: 88.33% Epoch: 989 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.094 | Train Acc: 97.75% Val. Loss: 0.136 | Val. Acc: 94.00% Epoch: 990 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.091 | Train Acc: 97.94% Val. Loss: 0.217 | Val. Acc: 88.33% Epoch: 991 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.091 | Train Acc: 97.94% Val. Loss: 0.295 | Val. Acc: 88.33% Epoch: 992 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.090 | Train Acc: 97.94% Val. Loss: 0.284 | Val. Acc: 88.33% Epoch: 993 | Epoch Time: 0m 0s | Early_Stopping: 4/200. Train Loss: 0.090 | Train Acc: 97.94% Val. Loss: 0.138 | Val. Acc: 94.00% Epoch: 994 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.092 | Train Acc: 97.75% Val. Loss: 0.136 | Val. Acc: 94.00% Epoch: 995 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.091 | Train Acc: 97.94% Val. Loss: 0.139 | Val. Acc: 94.00% Epoch: 996 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.092 | Train Acc: 97.94% Val. Loss: 0.217 | Val. Acc: 88.33% Epoch: 997 | Epoch Time: 0m 0s | Early_Stopping: 0/200. Train Loss: 0.092 | Train Acc: 97.94% Val. Loss: 0.136 | Val. Acc: 94.00% Epoch: 998 | Epoch Time: 0m 0s | Early_Stopping: 1/200. Train Loss: 0.091 | Train Acc: 97.94% Val. Loss: 0.137 | Val. Acc: 94.00% Epoch: 999 | Epoch Time: 0m 0s | Early_Stopping: 2/200. Train Loss: 0.093 | Train Acc: 97.75% Val. Loss: 0.138 | Val. Acc: 94.00% Epoch: 1000 | Epoch Time: 0m 0s | Early_Stopping: 3/200. Train Loss: 0.091 | Train Acc: 97.94% Val. Loss: 0.199 | Val. Acc: 88.33%
Test Loss: 0.161 | Test Acc: 96.67%
precision recall f1-score support
0 0.95 0.95 0.95 41
1 0.97 0.97 0.97 63
accuracy 0.96 104
macro avg 0.96 0.96 0.96 104
weighted avg 0.96 0.96 0.96 104
Tiempo total de entrenamiento: 0 mins, 32 segundos
En este caso se obtinen un muy buen resultado, algo peor que en la parte 1. Esto se debe a que los datos están bien ordenados, es decir, en cada batch se toman ejemplos de ambas clases. Esto muestra que no necesariamente hacer shuffle garantiza mejores resultados, depende de los datos y la distribución de estos. Por otro lado, es posible ver como el loss promedio de cada época en el conjunto de validación es muy cambiante y, eventualmente, podría comenzar a sobreajustarse.
Se juntan los resultados de cada modelo y se agregan a un dataframe compacto y se guarda un csv con los resultados.
dfs = [globals()[f'res{i}'] for i in range(1, 13)]
resultados = pd.concat(dfs, axis=0, ignore_index=True)
resultados[['train_acc', 'valid_acc', 'test_acc']] = resultados[['train_acc', 'valid_acc', 'test_acc']].mul(100).round(3)
rename = {
'time_elapsed': 'time_elapsed [s]',
'train_acc': 'train_acc [%]',
'valid_acc': 'valid_acc [%]',
'test_acc': 'test_acc [%]',
}
resultados.rename(columns=rename, inplace=True)
resultados
| Nombre | train_loss | valid_loss | test_loss | train_acc [%] | valid_acc [%] | test_acc [%] | lr | n_epoch | shuffle | MINI_BATCH | detencion | final_epoch | time_elapsed [s] | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Modelo1 | 0.100817 | 0.154586 | 0.137190 | 97.647 | 94.000 | 96.667 | 0.001000 | 1000 | False | 20 | No | 1000 | 36.866917 |
| 1 | Modelo2 | 0.024283 | 0.136592 | 0.208993 | 99.398 | 95.181 | 97.115 | 0.001000 | 1000 | False | 1 | Sí | 122 | 54.139847 |
| 2 | Modelo3 | 0.031763 | 0.115502 | 0.171842 | 99.412 | 95.556 | 96.364 | 0.001000 | 1000 | False | 10 | No | 1000 | 66.290076 |
| 3 | Modelo4 | 0.203739 | 0.208071 | 0.166511 | 92.536 | 92.970 | 94.667 | 0.001000 | 1000 | False | 50 | No | 1000 | 20.294021 |
| 4 | Modelo5 | 0.785449 | 0.904292 | 0.811681 | 62.952 | 56.627 | 60.577 | 0.001000 | 1000 | False | 332 | No | 1000 | 9.506596 |
| 5 | Modelo6 | 4.555215 | 4.557346 | 4.557752 | 0.000 | 0.000 | 0.000 | 0.000001 | 1000 | False | 20 | No | 1000 | 33.776385 |
| 6 | Modelo7 | 0.586443 | 0.697962 | 0.636490 | 62.451 | 47.000 | 55.833 | 0.000100 | 1000 | False | 20 | No | 1000 | 34.536734 |
| 7 | Modelo8 | 0.027982 | 0.119704 | 0.187965 | 99.706 | 96.000 | 96.667 | 0.010000 | 1000 | False | 20 | Sí | 221 | 7.702798 |
| 8 | Modelo9 | 0.015655 | 0.117589 | 0.130674 | 99.412 | 96.000 | 97.500 | 0.500000 | 1000 | False | 20 | Sí | 19 | 0.823756 |
| 9 | Modelo10 | 1.056776 | 1.250109 | 1.027755 | 62.647 | 52.667 | 62.500 | 0.001000 | 1000 | True | 20 | Sí | 62 | 2.157731 |
| 10 | Modelo11 | 0.256003 | 0.257498 | 0.215740 | 90.784 | 91.000 | 92.500 | 0.001000 | 1000 | True | 20 | Sí | 374 | 12.836782 |
| 11 | Modelo12 | 0.090612 | 0.198571 | 0.160886 | 97.941 | 88.333 | 96.667 | 0.001000 | 1000 | True | 20 | No | 1000 | 32.872132 |
resultados.to_csv('resultados.csv', index=False)
Si filtramos este dataframe de resultados por mayor valor de test_accuracy:
resultados_acc = resultados.sort_values(by='test_acc [%]', ascending=False)
resultados_acc
| Nombre | train_loss | valid_loss | test_loss | train_acc [%] | valid_acc [%] | test_acc [%] | lr | n_epoch | shuffle | MINI_BATCH | detencion | final_epoch | time_elapsed [s] | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | Modelo9 | 0.015655 | 0.117589 | 0.130674 | 99.412 | 96.000 | 97.500 | 0.500000 | 1000 | False | 20 | Sí | 19 | 0.823756 |
| 1 | Modelo2 | 0.024283 | 0.136592 | 0.208993 | 99.398 | 95.181 | 97.115 | 0.001000 | 1000 | False | 1 | Sí | 122 | 54.139847 |
| 0 | Modelo1 | 0.100817 | 0.154586 | 0.137190 | 97.647 | 94.000 | 96.667 | 0.001000 | 1000 | False | 20 | No | 1000 | 36.866917 |
| 7 | Modelo8 | 0.027982 | 0.119704 | 0.187965 | 99.706 | 96.000 | 96.667 | 0.010000 | 1000 | False | 20 | Sí | 221 | 7.702798 |
| 11 | Modelo12 | 0.090612 | 0.198571 | 0.160886 | 97.941 | 88.333 | 96.667 | 0.001000 | 1000 | True | 20 | No | 1000 | 32.872132 |
| 2 | Modelo3 | 0.031763 | 0.115502 | 0.171842 | 99.412 | 95.556 | 96.364 | 0.001000 | 1000 | False | 10 | No | 1000 | 66.290076 |
| 3 | Modelo4 | 0.203739 | 0.208071 | 0.166511 | 92.536 | 92.970 | 94.667 | 0.001000 | 1000 | False | 50 | No | 1000 | 20.294021 |
| 10 | Modelo11 | 0.256003 | 0.257498 | 0.215740 | 90.784 | 91.000 | 92.500 | 0.001000 | 1000 | True | 20 | Sí | 374 | 12.836782 |
| 9 | Modelo10 | 1.056776 | 1.250109 | 1.027755 | 62.647 | 52.667 | 62.500 | 0.001000 | 1000 | True | 20 | Sí | 62 | 2.157731 |
| 4 | Modelo5 | 0.785449 | 0.904292 | 0.811681 | 62.952 | 56.627 | 60.577 | 0.001000 | 1000 | False | 332 | No | 1000 | 9.506596 |
| 6 | Modelo7 | 0.586443 | 0.697962 | 0.636490 | 62.451 | 47.000 | 55.833 | 0.000100 | 1000 | False | 20 | No | 1000 | 34.536734 |
| 5 | Modelo6 | 4.555215 | 4.557346 | 4.557752 | 0.000 | 0.000 | 0.000 | 0.000001 | 1000 | False | 20 | No | 1000 | 33.776385 |
import plotly
plotly.offline.init_notebook_mode()
!jupyter nbconvert --to html CC6204_Tarea_1.ipynb
[NbConvertApp] Converting notebook CC6204_Tarea_1.ipynb to html [NbConvertApp] Writing 9873697 bytes to CC6204_Tarea_1.html